Instituição,Conta,Modelo,Time (s),Forecasts Prefeitura Municipal de Santo Ângelo - RS,IPTU,XGBoost,2.5360610485076904,"96 1.408638e+06 97 7.857972e+05 98 7.227743e+05 99 6.994397e+05 100 6.994397e+05 101 1.083105e+06 102 1.444935e+06 103 6.994397e+05 104 6.994397e+05 105 7.060692e+05 106 7.060692e+05 107 1.334834e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,ISS,SARIMAX,2.8402974605560303,"96 1864123.875 97 1940050.250 98 1940050.250 99 1940050.250 100 1940050.250 101 1940050.250 102 1940050.250 103 1940050.250 104 1940050.250 105 1940050.250 106 1940050.250 107 1940050.250 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,ITBI,XGBoost,0.9285204410552979,"96 450275.50000 97 412980.62500 98 447053.65625 99 447126.78125 100 423149.93750 101 453594.71875 102 453594.71875 103 452775.65625 104 452510.25000 105 450195.90625 106 450600.43750 107 456048.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do ICMS,MLP,0.9309968948364258,"96 4.604519e+06 97 4.502297e+06 98 4.593338e+06 99 4.702246e+06 100 4.814811e+06 101 4.571139e+06 102 4.714300e+06 103 4.788387e+06 104 4.821357e+06 105 4.825472e+06 106 4.806830e+06 107 4.897759e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do IPVA,MLP,1.1405470371246338,"96 2.641212e+05 97 7.793714e+05 98 6.649663e+05 99 3.337634e+05 100 5.463549e+05 101 2.676766e+06 102 8.803328e+05 103 1.278429e+06 104 1.373050e+06 105 1.330130e+06 106 1.601065e+06 107 1.599402e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,IPTU,MLP,2.1981143951416016,"96 1.965038e+06 97 1.647732e+06 98 9.112260e+05 99 -2.172682e+06 100 1.167243e+06 101 8.063500e+05 102 1.169080e+06 103 9.810005e+05 104 7.313733e+05 105 -2.179430e+05 106 1.459137e+06 107 1.578036e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,ISS,SARIMAX,1.7493314743041992,"96 5256292.5 97 5251773.0 98 5300289.5 99 5312453.5 100 5312453.5 101 5312453.5 102 5312453.5 103 5312453.5 104 5312453.5 105 5312453.5 106 5312453.5 107 5312453.5 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,ITBI,SARIMAX,1.4618353843688965,"96 1831056.125 97 1972008.625 98 1969562.750 99 2079361.125 100 2078702.875 101 2081029.375 102 2079361.125 103 2079361.125 104 2076929.500 105 2003511.500 106 2003511.500 107 2003511.500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do ICMS,MLP,1.803044319152832,"96 1.286538e+07 97 1.252766e+07 98 1.255604e+07 99 1.291487e+07 100 1.292371e+07 101 1.307041e+07 102 1.312438e+07 103 1.320693e+07 104 1.343684e+07 105 1.356010e+07 106 1.371189e+07 107 1.355041e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do IPVA,MLP,1.1914756298065186,"96 1.008848e+05 97 1.602897e+06 98 1.524176e+06 99 9.914648e+05 100 1.614246e+06 101 8.574943e+06 102 2.072385e+06 103 3.434850e+06 104 3.832964e+06 105 3.974301e+06 106 4.941819e+06 107 6.102081e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,IPTU,HWES,0.8824760913848877,"80 8371.033203 81 8371.033203 82 8692.550781 83 69370.648438 84 12193.565430 85 8568.819336 86 8569.350586 87 9100.457031 88 9100.457031 89 5963.123047 90 11038.799805 91 6679.186035 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,ISS,SARIMAX,0.9109923839569092,"80 34423.894531 81 38156.453125 82 45175.507812 83 38719.679688 84 39573.308594 85 39258.679688 86 39258.679688 87 39258.679688 88 39258.679688 89 39573.308594 90 39258.679688 91 39258.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,ITBI,XGBoost,1.5583043098449707,"80 35787.781250 81 35830.359375 82 56237.054688 83 17156.626953 84 56157.691406 85 110838.773438 86 17082.332031 87 17118.671875 88 17116.244141 89 59405.472656 90 35830.359375 91 17116.244141 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,Cota-Parte do ICMS,XGBoost,1.9543125629425049,"80 803519.8125 81 794243.8750 82 650875.3750 83 793736.8750 84 650486.1875 85 663037.8125 86 793736.8750 87 793736.8750 88 821715.8750 89 663037.8125 90 821715.8750 91 665584.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,Cota-Parte do IPVA,MLP,1.0966167449951172,"80 15999.491812 81 78995.189706 82 72887.679324 83 86677.590098 84 111803.564006 85 293314.561649 86 142005.956252 87 192761.178198 88 214725.434460 89 245781.903414 90 285507.407740 91 255476.056519 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,IPTU,SARIMAX,0.9499056339263916,"84 74478.039062 85 110786.914062 86 112007.546875 87 112199.726562 88 111968.289062 89 111905.914062 90 27036.677734 91 27036.677734 92 27049.482422 93 26978.097656 94 26978.097656 95 119325.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,ISS,SARIMAX,0.861976146697998,"96 34238.191406 97 33992.539062 98 44978.410156 99 83074.250000 100 79411.890625 101 79444.453125 102 79456.757812 103 79490.640625 104 92395.078125 105 92376.445312 106 92453.296875 107 92453.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,ITBI,HWES,1.114593267440796,"93 15905.749023 94 16184.392578 95 21770.804688 96 16932.701172 97 16842.906250 98 19131.072266 99 16919.812500 100 16919.812500 101 16610.410156 102 16919.812500 103 16919.812500 104 16997.761719 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do ICMS,XGBoost,0.8628485202789307,"96 693693.3125 97 697855.1875 98 697924.5625 99 695876.2500 100 695464.5625 101 698780.0000 102 694729.6250 103 695108.0000 104 694729.6250 105 692786.5000 106 692786.5000 107 697766.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do IPVA,MLP,1.1708290576934814,"96 -500.356825 97 15237.921101 98 10074.727385 99 2984.298873 100 9307.142634 101 79163.816489 102 14959.140041 103 28990.149796 104 30381.261998 105 30273.698504 106 39697.597774 107 44841.254341 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,IPTU,SARIMAX,1.2159433364868164,"89 6461.075684 90 6677.056152 91 5231.650879 92 5939.040039 93 5538.228027 94 7209.701172 95 26081.794922 96 25736.158203 97 6664.401855 98 7982.772949 99 7982.772949 100 10142.803711 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,ISS,MLP,1.888533353805542,"96 13379.309006 97 11014.192510 98 12196.188014 99 12653.228621 100 14583.895052 101 14328.583704 102 14126.004881 103 14106.019646 104 15016.045474 105 15845.592277 106 15943.562661 107 15504.465037 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,ITBI,MLP,1.452376365661621,"90 7360.734302 91 16172.818841 92 19510.710239 93 22473.577165 94 30598.029965 95 13002.411170 96 22695.831695 97 23315.867342 98 21507.429294 99 16564.751385 100 7398.541001 101 3620.332985 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do ICMS,MLP,0.9074001312255859,"96 310941.358708 97 308400.095474 98 315345.775532 99 325339.754923 100 335671.124971 101 333834.172352 102 339512.348930 103 344964.378411 104 349781.409658 105 352260.301420 106 352934.447957 107 353927.224720 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.058781623840332,"95 21200.423828 96 15702.028320 97 15880.836914 98 13359.982422 99 14128.693359 100 138261.796875 101 46514.656250 102 33207.953125 103 32330.609375 104 32875.835938 105 32875.835938 106 138830.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,IPTU,AR,3.1662302017211914,"96 250590.796875 97 302972.500000 98 318396.656250 99 248081.078125 100 269684.531250 101 242936.125000 102 278427.000000 103 233510.578125 104 269001.468750 105 242936.125000 106 234193.640625 107 242936.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,ISS,SARIMAX,1.2118206024169922,"96 598414.5000 97 653934.4375 98 653934.4375 99 653934.4375 100 653934.4375 101 653934.4375 102 653776.6250 103 653934.4375 104 653934.4375 105 653934.4375 106 653934.4375 107 653934.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,ITBI,XGBoost,0.8336191177368164,"96 287089.906250 97 290086.656250 98 288434.281250 99 277927.750000 100 230130.562500 101 288909.093750 102 277848.000000 103 274405.031250 104 227927.453125 105 277930.968750 106 288434.281250 107 227927.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,Cota-Parte do ICMS,MLP,0.91402268409729,"96 3.361273e+06 97 3.315367e+06 98 3.358609e+06 99 3.442543e+06 100 3.515376e+06 101 3.483141e+06 102 3.529027e+06 103 3.571425e+06 104 3.619613e+06 105 3.648130e+06 106 3.667190e+06 107 3.677193e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,Cota-Parte do IPVA,SARIMAX,1.1235780715942383,"96 6.144737e+05 97 6.106205e+05 98 6.157854e+05 99 6.258295e+05 100 6.157854e+05 101 1.906560e+06 102 7.119168e+05 103 7.119168e+05 104 9.329698e+05 105 9.395968e+05 106 9.395968e+05 107 1.435302e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,IPTU,XGBoost,1.159728765487671,"92 1561.254639 93 972.095093 94 989.516113 95 1906.913696 96 1854.864380 97 2138.906494 98 2627.665039 99 2160.036865 100 2629.635986 101 2144.012695 102 2613.611816 103 1935.596802 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,ISS,XGBoost,1.3217663764953613,"96 95524.968750 97 95373.273438 98 95327.875000 99 83662.328125 100 82016.460938 101 83814.007812 102 82168.148438 103 84591.500000 104 84591.500000 105 84591.500000 106 84493.820312 107 84591.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,ITBI,MLP,1.613478660583496,"79 9829.628167 80 9346.336312 81 11054.175706 82 12266.898776 83 13012.082246 84 15300.757749 85 15424.214255 86 13905.752222 87 20689.602686 88 22200.799832 89 19105.087787 90 26689.527095 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do ICMS,MLP,1.0354044437408447,"96 309909.044499 97 298739.197867 98 299153.524193 99 311624.304201 100 309362.861468 101 318202.477289 102 320151.656442 103 323496.080968 104 332827.956240 105 338368.128667 106 346303.660344 107 341080.806781 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do IPVA,XGBoost,0.9885444641113281,"91 7989.594727 92 7888.754395 93 5098.579590 94 7430.217285 95 6410.098633 96 44176.167969 97 2712.917725 98 13055.676758 99 15853.510742 100 15206.656250 101 16657.083984 102 14076.634766 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,IPTU,HWES,1.003016471862793,"94 24097.990234 95 7863.388184 96 8979.452148 97 11697.746094 98 4838.693848 99 3335.512939 100 21157.117188 101 8184.832520 102 8079.501953 103 8129.207520 104 6555.041016 105 6647.653320 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,ISS,XGBoost,1.2515151500701904,"96 25857.166016 97 23631.447266 98 27820.587891 99 28468.617188 100 23455.404297 101 28387.841797 102 28387.841797 103 27797.263672 104 29840.773438 105 29473.146484 106 27429.636719 107 29473.146484 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,ITBI,SES,5.4508957862854,"95 10707.804688 96 9188.671875 97 8227.360352 98 8372.285156 99 6940.537598 100 3990.554932 101 12112.784180 102 12757.154297 103 7944.133301 104 10273.730469 105 11803.487305 106 21495.751953 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do ICMS,MLP,1.0037472248077393,"96 295500.216734 97 292076.692836 98 293758.009587 99 301638.038630 100 301611.505927 101 304699.616560 102 311866.574881 103 308525.739272 104 312636.605505 105 314522.260467 106 317108.841088 107 313014.989586 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do IPVA,MLP,1.0611035823822021,"93 38119.930630 94 9795.975038 95 25628.443644 96 46335.490110 97 74865.320203 98 176908.193729 99 136291.080529 100 165249.773108 101 233747.908116 102 333067.858495 103 461765.657318 104 595005.471350 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,IPTU,MLP,0.7488799095153809,"86 20012.212674 87 10168.286083 88 -1083.994497 89 -21108.792085 90 -32305.289663 91 -158059.871752 92 -25431.982428 93 -31753.021101 94 -37184.346655 95 -38384.580287 96 -41973.939197 97 -79400.215312 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,ISS,MLP,0.7956695556640625,"92 86493.149423 93 80362.212846 94 85853.335552 95 79545.429396 96 72556.542890 97 32557.561696 98 47605.912130 99 47266.526530 100 36389.849384 101 35287.459273 102 35239.927020 103 76017.590613 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,ITBI,XGBoost,1.0019760131835938,"92 25429.562500 93 20963.939453 94 25157.830078 95 24679.980469 96 32685.228516 97 36641.066406 98 33927.191406 99 32866.035156 100 33062.371094 101 26113.416016 102 25622.890625 103 32111.193359 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,Cota-Parte do ICMS,MLP,1.0879199504852295,"92 874202.719483 93 865320.089182 94 880368.406257 95 903641.906034 96 918709.982943 97 916923.412334 98 924424.619760 99 931022.117771 100 937847.616721 101 938717.799078 102 938314.622750 103 932314.705764 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,Cota-Parte do IPVA,MLP,0.9244003295898438,"92 4007.754469 93 70719.619561 94 73793.032256 95 41086.256080 96 99185.386142 97 329499.406633 98 107402.331896 99 162462.406260 100 177538.037075 101 181570.523808 102 234604.722651 103 212605.726624 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,IPTU,XGBoost,1.350043773651123,"96 19472.263672 97 19255.105469 98 19054.689453 99 19054.689453 100 17914.691406 101 18390.976562 102 14577.041016 103 14577.041016 104 14577.041016 105 14577.041016 106 14577.041016 107 14577.041016 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,ISS,MLP,3.2909302711486816,"96 -4.394602e+04 97 4.676779e+04 98 -2.992268e+05 99 -3.002549e+05 100 -2.745039e+05 101 -5.894181e+05 102 -2.197266e+05 103 -6.510385e+05 104 5.337010e+05 105 7.661906e+05 106 9.773066e+05 107 2.653836e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,ITBI,MLP,2.566708564758301,"95 19042.830489 96 13850.756063 97 5572.913998 98 9712.068364 99 10561.632639 100 7318.265383 101 9627.881039 102 7950.737328 103 12565.931756 104 7500.831446 105 13596.642646 106 14349.791056 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,Cota-Parte do ICMS,MLP,1.4989955425262451,"96 456107.789883 97 463218.990595 98 475919.361312 99 481976.996466 100 497654.396381 101 483734.628166 102 496036.302285 103 500480.610304 104 502219.210001 105 504552.637420 106 502739.698990 107 509361.019437 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,Cota-Parte do IPVA,MLP,1.7252767086029053,"96 -11119.229587 97 15634.427206 98 6354.235835 99 -2607.711642 100 12484.415924 101 130571.924728 102 4991.003465 103 30302.037418 104 27085.287272 105 27154.883896 106 43536.908990 107 61852.452237 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,IPTU,XGBoost,0.9474751949310303,"96 15061407.0 97 15061407.0 98 15389915.0 99 15336559.0 100 14958518.0 101 54356736.0 102 15411409.0 103 15411409.0 104 15430985.0 105 15430985.0 106 15392148.0 107 54571216.0 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,ISS,SARIMAX,1.1832993030548096,"96 8870645.0 97 8648812.0 98 9430564.0 99 9610675.0 100 9610675.0 101 9652397.0 102 9610675.0 103 9652397.0 104 9652397.0 105 9652397.0 106 9652397.0 107 9652397.0 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,ITBI,XGBoost,2.952605962753296,"96 2278046.75 97 2305897.75 98 2262998.50 99 2226936.00 100 2347709.75 101 2190242.00 102 2197468.00 103 2284788.25 104 2431103.25 105 2185669.75 106 2457231.50 107 2186986.50 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,Cota-Parte do ICMS,MLP,2.0383801460266113,"96 1.146505e+07 97 1.123259e+07 98 1.136564e+07 99 1.172694e+07 100 1.188748e+07 101 1.191365e+07 102 1.205352e+07 103 1.219982e+07 104 1.241350e+07 105 1.252424e+07 106 1.263785e+07 107 1.257243e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,Cota-Parte do IPVA,SARIMAX,1.4683616161346436,"96 4857622.50 97 4650754.00 98 4650754.00 99 3986109.25 100 3133799.75 101 13144591.00 102 5009764.50 103 5949086.00 104 6239624.50 105 5980334.00 106 5992132.50 107 11132162.00 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,IPTU,AR,0.9534504413604736,"88 16393.466797 89 16393.466797 90 17628.726562 91 17945.554688 92 14912.772461 93 15779.253906 94 11195.750000 95 11158.482422 96 11596.675781 97 11530.360352 98 12971.143555 99 10302.582031 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,ISS,MLP,0.9218854904174805,"92 323478.716759 93 311653.254717 94 336248.856776 95 325239.132977 96 354258.490863 97 351205.545397 98 352788.389697 99 355589.725671 100 370964.872702 101 370564.648115 102 384519.919259 103 379220.499830 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,ITBI,MLP,0.80255126953125,"92 86476.648550 93 75292.705535 94 85305.078615 95 67565.659655 96 78847.552113 97 75765.532638 98 76404.533242 99 76566.803865 100 79669.407512 101 77526.822085 102 82952.804040 103 85082.406366 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do ICMS,XGBoost,1.009110450744629,"92 1549982.500 93 1496104.125 94 1517110.000 95 1531665.250 96 1460673.500 97 1595274.375 98 1617340.500 99 1517110.000 100 1618455.625 101 1618455.625 102 1549951.750 103 1477333.250 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do IPVA,MLP,2.2857465744018555,"92 4.077631e+04 93 2.513921e+05 94 2.690910e+05 95 2.541148e+05 96 3.931703e+05 97 1.059406e+06 98 4.335986e+05 99 6.047193e+05 100 6.819589e+05 101 7.519702e+05 102 9.050309e+05 103 8.064766e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,IPTU,SARIMAX,1.8997812271118164,"84 28320.376953 85 27304.015625 86 22051.541016 87 22190.849609 88 20465.103516 89 18389.783203 90 3415.601318 91 2793.467773 92 3133.562500 93 2730.974609 94 2788.363525 95 1197.860840 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,ISS,SARIMAX,1.2512376308441162,"96 148682.062500 97 148783.953125 98 148657.984375 99 148657.984375 100 148682.062500 101 148682.062500 102 148783.953125 103 147505.687500 104 147505.687500 105 147505.687500 106 148682.062500 107 147505.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,ITBI,SES,1.5076839923858643,"96 53413.601562 97 96860.484375 98 110235.937500 99 68588.460938 100 58681.867188 101 53636.472656 102 64180.429688 103 53427.718750 104 69926.835938 105 109381.921875 106 87128.562500 107 63375.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do ICMS,MLP,1.8861596584320068,"96 873098.009949 97 860921.674895 98 872040.553016 99 896577.382804 100 909317.446135 101 911548.127749 102 921374.613437 103 930487.268912 104 943125.535544 105 949680.089949 106 955913.734604 107 951492.657362 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do IPVA,XGBoost,1.519413709640503,"96 122810.757812 97 93556.882812 98 118581.070312 99 90177.234375 100 93778.007812 101 522978.812500 102 241308.437500 103 154258.859375 104 229811.531250 105 172569.687500 106 175345.000000 107 244284.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,IPTU,XGBoost,1.291182041168213,"95 11808.721680 96 11644.260742 97 10912.922852 98 11712.879883 99 20284.402344 100 5168.607422 101 4601.723633 102 6431.614258 103 6573.868652 104 13045.135742 105 28867.125000 106 6344.896973 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,ISS,SARIMAX,1.8169822692871094,"96 23065.906250 97 28279.478516 98 23262.267578 99 18052.037109 100 17213.476562 101 29790.595703 102 29603.408203 103 17202.675781 104 19206.728516 105 29565.087891 106 21204.382812 107 17202.675781 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,ITBI,MLP,1.886498212814331,"95 18011.409450 96 19355.936015 97 21793.944940 98 8975.463934 99 14456.951094 100 16245.443011 101 13717.864809 102 12038.233810 103 9324.374427 104 13679.184167 105 12912.622511 106 11785.475088 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do ICMS,MLP,1.0087907314300537,"96 605622.914413 97 608379.137397 98 623751.374699 99 631678.185796 100 663312.071192 101 631059.197685 102 647922.258914 103 657750.376143 104 659015.810145 105 661493.236999 106 654179.747477 107 673972.081045 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do IPVA,MLP,1.3849501609802246,"96 -7823.587701 97 52162.430745 98 37819.322840 99 41445.158274 100 52087.129346 101 183511.657497 102 55332.592298 103 92476.494994 104 98227.091855 105 108302.641028 106 122130.698985 107 119712.133185 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,IPTU,SES,4.251978158950806,"92 12431.043945 93 10610.055664 94 10275.890625 95 10397.967773 96 7636.529297 97 10275.890625 98 10222.299805 99 9287.916016 100 9322.197266 101 9322.197266 102 10079.495117 103 9322.197266 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,ISS,SARIMAX,2.586292266845703,"96 34451.957031 97 36432.105469 98 36314.082031 99 36475.429688 100 34451.957031 101 36475.429688 102 36314.082031 103 34451.957031 104 34451.957031 105 34451.957031 106 34451.957031 107 34451.957031 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,ITBI,XGBoost,2.701484441757202,"96 18339.761719 97 15219.756836 98 9148.323242 99 20970.957031 100 8658.982422 101 14303.737305 102 13542.076172 103 13472.219727 104 18652.585938 105 14221.331055 106 15487.631836 107 13548.661133 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do ICMS,MLP,0.9550492763519287,"96 884308.421062 97 877710.670957 98 889636.106978 99 908679.492691 100 925965.337390 101 922280.802577 102 932331.270888 103 940778.202030 104 949753.153309 105 954750.677254 106 957670.849534 107 958558.814053 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do IPVA,MLP,0.97110915184021,"96 -16551.351744 97 34864.530115 98 36793.564215 99 32884.269548 100 53134.196571 101 228088.764589 102 49151.186596 103 96373.229350 104 109844.801252 105 122729.046858 106 153114.868593 107 195823.252913 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,IPTU,MLP,1.114581823348999,"90 -7427.080336 91 -16321.209029 92 -16885.656090 93 -22070.166566 94 -29496.929454 95 -38389.254233 96 -57960.904210 97 -79322.556336 98 -100314.129103 99 -130422.180670 100 -170194.730961 101 -221850.239168 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,ISS,XGBoost,1.6179096698760986,"96 12585.343750 97 14027.267578 98 17581.332031 99 17450.619141 100 17534.974609 101 17550.376953 102 17515.455078 103 17519.388672 104 17525.041016 105 17517.910156 106 17525.041016 107 17525.041016 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,ITBI,SARIMAX,1.659630298614502,"78 1327.289307 79 2622.962646 80 4915.230957 81 2782.737061 82 4819.577637 83 6620.746582 84 6512.637207 85 4042.551758 86 4095.383301 87 4115.402344 88 1577.491943 89 1555.715820 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do ICMS,MLP,1.0621328353881836,"96 403539.412126 97 396005.725943 98 412009.218735 99 426284.026058 100 451019.112093 101 444038.276173 102 456714.596869 103 473996.722918 104 480147.107402 105 483127.062185 106 475185.309723 107 481895.451183 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do IPVA,MLP,1.9486329555511475,"90 5029.588578 91 -1529.055662 92 15874.154800 93 17657.860112 94 21139.238859 95 41876.595093 96 25509.720741 97 29583.938608 98 39622.413582 99 47256.906657 100 54585.224720 101 39218.418390 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,IPTU,SES,2.8662843704223633,"85 30213.277344 86 21597.625000 87 29872.941406 88 171941.265625 89 33431.519531 90 80888.882812 91 37198.320312 92 41669.703125 93 36804.066406 94 36421.375000 95 16869.681641 96 16081.256836 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,ISS,SARIMAX,1.3906300067901611,"88 35228.253906 89 35026.273438 90 35283.753906 91 34074.976562 92 34861.945312 93 34717.371094 94 34717.371094 95 34856.707031 96 34157.652344 97 35413.492188 98 35630.953125 99 35630.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,ITBI,XGBoost,1.8315296173095703,"87 105588.335938 88 58148.707031 89 59898.679688 90 146809.203125 91 60838.203125 92 60838.203125 93 149028.750000 94 59776.625000 95 58847.601562 96 62589.093750 97 62589.093750 98 58847.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,Cota-Parte do ICMS,MLP,1.1563894748687744,"88 8.863960e+05 89 8.854048e+05 90 9.069352e+05 91 9.327814e+05 92 9.688234e+05 93 9.609790e+05 94 9.787493e+05 95 9.954671e+05 96 1.008333e+06 97 1.016656e+06 98 1.017893e+06 99 1.026902e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,Cota-Parte do IPVA,MLP,1.0999186038970947,"88 -16647.267429 89 34737.198417 90 27466.634557 91 12771.417059 92 22229.477319 93 139548.179356 94 31643.398069 95 66367.095164 96 69628.231775 97 67874.399724 98 82586.902953 99 92295.972633 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,IPTU,XGBoost,0.8923099040985107,"79 11136.791992 80 21100.203125 81 31021.917969 82 10038.615234 83 12041.375977 84 11442.748047 85 6867.884766 86 7430.540039 87 6994.964844 88 9273.063477 89 9692.689453 90 9536.900391 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,ISS,MLP,0.8679704666137695,"88 -1.525403e+04 89 6.298290e+04 90 1.802756e+04 91 -4.056025e+05 92 -3.495812e+05 93 -3.334639e+05 94 -1.972889e+05 95 -5.250722e+05 96 -5.741849e+05 97 6.251167e+05 98 7.467915e+05 99 1.031441e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,ITBI,XGBoost,1.0181348323822021,"88 17947.005859 89 9052.254883 90 5953.985352 91 8049.781250 92 7220.291016 93 5823.245117 94 10327.237305 95 6186.954590 96 5907.101562 97 5290.265137 98 6432.645020 99 7857.691406 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do ICMS,MLP,0.8462767601013184,"88 581308.914348 89 601046.388801 90 605106.199106 91 633083.802513 92 623674.818166 93 616802.429413 94 635070.759144 95 647395.620163 96 646811.760079 97 648299.570957 98 646964.012305 99 652173.133945 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do IPVA,MLP,1.0787532329559326,"80 1.184768e+05 81 1.271332e+05 82 8.322779e+04 83 1.555762e+05 84 2.456464e+05 85 3.346564e+05 86 3.467077e+05 87 4.385971e+05 88 5.580284e+05 89 7.398063e+05 90 9.669660e+05 91 1.155675e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,IPTU,SARIMAX,1.28654146194458,"93 21859.744141 94 30472.394531 95 25825.406250 96 25540.603516 97 26856.164062 98 31492.427734 99 30995.986328 100 32009.736328 101 21366.988281 102 23097.236328 103 21735.847656 104 32009.736328 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,ISS,XGBoost,0.9444646835327148,"96 60660.910156 97 83226.765625 98 74343.601562 99 78011.109375 100 88773.343750 101 88791.914062 102 65384.566406 103 65362.515625 104 65362.515625 105 65362.515625 106 65362.515625 107 65362.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,ITBI,MLP,1.7043440341949463,"96 35781.679756 97 26298.161270 98 17802.996949 99 25170.359995 100 22376.922426 101 17689.722376 102 15463.374065 103 18526.950983 104 23139.887301 105 18634.632669 106 19680.738233 107 22102.922215 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Cota-Parte do ICMS,MLP,0.8373079299926758,"96 742594.074918 97 730314.813451 98 740454.006696 99 761088.208133 100 773277.387302 101 766080.568815 102 776494.587965 103 785082.791036 104 795369.470624 105 800251.687355 106 804759.567181 107 803636.026075 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Cota-Parte do IPVA,XGBoost,1.0100958347320557,"96 41451.613281 97 37605.589844 98 37605.589844 99 39232.187500 100 37795.941406 101 309599.843750 102 41450.332031 103 56758.964844 104 61807.675781 105 61386.886719 106 62239.386719 107 226459.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,IPTU,SARIMAX,1.0313997268676758,"91 6939.602051 92 8496.429688 93 5636.432617 94 5528.987305 95 5048.005371 96 9400.856445 97 5160.204102 98 4975.257324 99 22603.705078 100 23317.080078 101 9815.967773 102 4633.234863 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,ISS,SARIMAX,0.7781186103820801,"96 13642.681641 97 13635.228516 98 14159.410156 99 13655.900391 100 13655.900391 101 13715.335938 102 16745.125000 103 16759.847656 104 15127.432617 105 13028.561523 106 13043.284180 107 13328.505859 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,ITBI,MLP,1.4909286499023438,"92 6178.352501 93 5553.457089 94 5499.868647 95 8520.256934 96 8913.574083 97 5538.956047 98 7094.429297 99 7628.130431 100 8174.338559 101 6944.192707 102 6043.153785 103 7300.069306 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,Cota-Parte do ICMS,MLP,1.0906202793121338,"96 414751.619876 97 430829.954159 98 409536.475868 99 425777.101625 100 429184.312861 101 423802.706409 102 430022.967067 103 432618.528567 104 430853.790767 105 436459.846972 106 438571.789089 107 436339.201822 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,Cota-Parte do IPVA,MLP,1.1444461345672607,"89 -9255.576486 90 6943.043355 91 34619.891975 92 40892.303056 93 48684.385475 94 103510.393448 95 53433.560176 96 79732.121777 97 112911.931096 98 143249.514559 99 178697.294866 100 176000.261870 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,IPTU,SES,2.2544095516204834,"88 46162.503906 89 32495.332031 90 73357.023438 91 26422.562500 92 16695.013672 93 19049.753906 94 30865.677734 95 31084.035156 96 46703.621094 97 40549.628906 98 23853.234375 99 39746.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,ISS,MLP,2.3605833053588867,"88 393101.242854 89 -50663.187687 90 257599.341838 91 194047.933255 92 308351.731644 93 154623.615933 94 -116648.282401 95 640522.403131 96 169323.278549 97 159462.427884 98 -40777.296117 99 157538.942113 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,ITBI,MLP,1.6752407550811768,"88 24310.434085 89 21710.972905 90 10825.169877 91 14902.834490 92 13077.003674 93 14106.356194 94 9716.760702 95 6718.073741 96 9282.082397 97 9658.720334 98 9456.908401 99 8556.008312 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do ICMS,MLP,0.9287900924682617,"88 588210.049805 89 579806.588399 90 590265.470556 91 606637.432135 92 620515.333969 93 611523.833954 94 621527.231832 95 630193.211591 96 638372.847174 97 643083.149268 98 645946.192677 99 649308.405131 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do IPVA,HWES,0.8719968795776367,"81 70660.984375 82 61450.804688 83 156407.562500 84 136472.828125 85 136889.437500 86 202993.984375 87 102840.476562 88 102314.000000 89 92619.093750 90 92619.093750 91 91484.718750 92 185774.859375 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,IPTU,AR,1.1486196517944336,"93 10102.202148 94 10152.542969 95 4424.720215 96 4661.304199 97 5228.325195 98 6185.848633 99 18024.015625 100 18024.015625 101 6103.990234 102 8057.406738 103 4847.118652 104 4737.434082 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,ISS,SARIMAX,0.9032483100891113,"96 44535.945312 97 44524.648438 98 43756.593750 99 44561.992188 100 44376.515625 101 45371.125000 102 44411.500000 103 44411.500000 104 45329.468750 105 44411.500000 106 44374.156250 107 43034.050781 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,ITBI,XGBoost,2.5947494506835938,"96 6737.496582 97 7544.652832 98 10564.758789 99 15538.467773 100 12721.915039 101 9296.891602 102 9406.445312 103 11114.699219 104 9295.300781 105 7984.037109 106 8940.833008 107 10077.833984 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do ICMS,MLP,1.119210958480835,"96 446080.832488 97 468387.991911 98 463806.204458 99 475321.187819 100 485708.519727 101 471207.719914 102 487019.542159 103 488631.711471 104 491764.175353 105 493055.960066 106 492755.458843 107 496155.239689 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do IPVA,MLP,1.3687095642089844,"96 26643.384893 97 124800.167556 98 81810.683413 99 88912.368084 100 131016.802960 101 326058.344388 102 181266.963125 103 236325.887979 104 274731.110722 105 327536.489764 106 404733.562230 107 438672.540167 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,IPTU,HWES,2.075265884399414,"96 9001.368164 97 7781.832520 98 7830.370605 99 8805.709961 100 9563.703125 101 13119.816406 102 6690.583496 103 13113.540039 104 13312.977539 105 6715.200195 106 6460.865723 107 12947.665039 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,ISS,XGBoost,0.9613375663757324,"96 16511.960938 97 14531.374023 98 10351.806641 99 10074.041016 100 12131.907227 101 10351.806641 102 8089.380371 103 8102.515137 104 8555.825195 105 7865.070312 106 8551.013672 107 9659.283203 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,ITBI,XGBoost,1.7765116691589355,"96 19133.328125 97 19360.570312 98 14352.966797 99 19453.859375 100 13124.714844 101 15513.058594 102 10187.193359 103 12617.325195 104 10199.683594 105 11736.112305 106 20500.896484 107 10250.967773 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do ICMS,MLP,1.0546441078186035,"96 274329.710093 97 274104.997080 98 274108.483004 99 281205.041764 100 288783.466675 101 285378.707703 102 287012.226187 103 294005.029365 104 294341.599996 105 297934.451938 106 300752.773843 107 297288.770586 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do IPVA,MLP,1.9913337230682373,"96 13208.397279 97 40017.109988 98 16432.911124 99 17144.137283 100 777.661439 101 59768.625422 102 31533.603500 103 33559.913664 104 38871.078700 105 44531.957574 106 47462.238453 107 58538.717860 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,IPTU,AR,3.855391263961792,"96 108857.562500 97 111603.257812 98 110070.093750 99 111345.609375 100 105009.609375 101 175768.359375 102 175789.968750 103 175835.250000 104 175275.296875 105 176036.296875 106 175476.328125 107 298950.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,ISS,MLP,1.1484932899475098,"96 59544.429591 97 61135.652557 98 60086.356756 99 61680.090667 100 62316.375589 101 57566.550647 102 62825.601467 103 61636.345877 104 62706.240022 105 61621.877304 106 61328.719818 107 64588.469052 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,ITBI,SES,1.0137171745300293,"96 58553.410156 97 39660.988281 98 40095.250000 99 53999.707031 100 47803.308594 101 51446.832031 102 32465.533203 103 64828.777344 104 31962.167969 105 32480.283203 106 43073.156250 107 38333.707031 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do ICMS,MLP,0.8445181846618652,"96 779556.299465 97 762585.024852 98 786270.856222 99 813342.564308 100 845898.390888 101 818421.247403 102 837413.578184 103 855014.585860 104 862947.969546 105 864198.671142 106 857264.041039 107 867844.037688 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do IPVA,SARIMAX,0.9241714477539062,"96 48840.386719 97 37318.589844 98 36370.363281 99 36370.363281 100 36579.753906 101 449865.312500 102 52539.980469 103 885.088013 104 12732.810547 105 13612.583984 106 12732.810547 107 398954.718750 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,IPTU,XGBoost,3.155442476272583,"86 1073.867432 87 1140.454468 88 1073.867432 89 1370.490479 90 1134.667969 91 1118.625244 92 1024.137695 93 1028.361938 94 1028.361938 95 1028.068604 96 960.580017 97 1155.024170 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,ISS,HWES,2.678982973098755,"92 3951.112305 93 2344.535400 94 3967.653564 95 2347.115234 96 3547.802246 97 3513.899658 98 3908.408691 99 2943.812012 100 2746.188232 101 1991.632202 102 3996.227539 103 3757.286133 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,ITBI,XGBoost,1.6004595756530762,"88 48757.187500 89 48748.820312 90 48772.757812 91 48768.203125 92 48721.191406 93 48772.757812 94 48772.757812 95 48748.820312 96 48748.820312 97 48772.757812 98 48772.757812 99 48748.820312 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do ICMS,MLP,0.8945329189300537,"92 348526.212851 93 363575.124490 94 333695.434600 95 351756.636066 96 361670.572462 97 358093.817278 98 360908.383378 99 359523.456774 100 364957.287863 101 368555.278705 102 368710.636279 103 370032.243426 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do IPVA,MLP,1.5397694110870361,"90 5762.768959 91 13043.705367 92 15713.187831 93 14836.380444 94 20209.042644 95 30443.953288 96 22392.684344 97 30336.080058 98 35412.020029 99 39381.523003 100 45864.905450 101 33721.307513 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,IPTU,MLP,1.0711634159088135,"84 -9067.099472 85 -12146.430337 86 -15898.856888 87 -21177.659499 88 -36254.477723 89 -56366.075230 90 -44908.698757 91 -53412.857007 92 -63652.147971 93 -75646.512819 94 -91900.863214 95 -109343.154017 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,ISS,XGBoost,1.486407995223999,"96 17839.021484 97 13745.386719 98 15821.206055 99 15602.123047 100 15853.636719 101 15668.480469 102 15690.375000 103 15957.534180 104 15957.534180 105 16000.290039 106 15935.639648 107 15231.424805 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,ITBI,Prophet,1.568985939025879,"94 11861.570312 95 3568.968506 96 13988.757812 97 4957.492188 98 5312.409180 99 2866.267090 100 11227.685547 101 4879.678711 102 10963.690430 103 4172.421875 104 3990.437988 105 4605.501953 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do ICMS,MLP,2.255932092666626,"96 315042.195721 97 312967.883347 98 319654.031915 99 328019.568543 100 339023.729184 101 333699.240263 102 340044.291222 103 345405.383688 104 349529.033833 105 352008.326113 106 352298.075153 107 355569.236537 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do IPVA,MLP,2.245872735977173,"95 -2605.291284 96 14836.452966 97 9501.794661 98 12015.580877 99 18221.694175 100 82314.050829 101 18479.298844 102 33015.893753 103 32359.765116 104 34251.103487 105 41299.104425 106 27096.681233 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,IPTU,XGBoost,2.7371885776519775,"96 537644.812500 97 174781.375000 98 164533.968750 99 149925.703125 100 150117.421875 101 171565.968750 102 561119.437500 103 515342.687500 104 515342.687500 105 515534.375000 106 515534.375000 107 515342.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,ISS,MLP,1.077148675918579,"96 62461.876054 97 70030.463624 98 55663.456167 99 65128.186699 100 64145.581352 101 45098.808314 102 71432.669765 103 63145.913857 104 77820.004374 105 70255.374415 106 71620.901059 107 93887.321085 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,ITBI,MLP,0.9334392547607422,"96 27697.490921 97 27297.842737 98 28073.770940 99 28059.461624 100 32781.122858 101 28387.236945 102 30722.509509 103 31418.633217 104 32315.613217 105 33060.017501 106 32582.688880 107 33618.456953 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do ICMS,MLP,0.9541528224945068,"96 604491.338985 97 591082.601427 98 613734.925225 99 631105.979768 100 667603.750585 101 611483.876234 102 645355.316253 103 666903.362531 104 669553.199857 105 670075.853620 106 652376.706804 107 691369.345613 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do IPVA,MLP,1.0743887424468994,"96 34278.917792 97 102990.407465 98 117610.047703 99 87794.920993 100 144713.092620 101 491294.976195 102 175251.565713 103 239265.372885 104 265825.964974 105 274483.627788 106 334526.055487 107 360108.862224 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,IPTU,AR,1.1268749237060547,"96 3373.809814 97 2847.605225 98 -984.568542 99 -500.061127 100 2202.908203 101 2249.563232 102 2749.940186 103 666.221680 104 2350.221436 105 2922.416504 106 1348.291138 107 1348.291138 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,ISS,XGBoost,1.9146208763122559,"96 22859.386719 97 20331.314453 98 20314.990234 99 19171.744141 100 20513.152344 101 22876.138672 102 19563.509766 103 20487.343750 104 18806.550781 105 22852.814453 106 18806.550781 107 20383.150391 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,ITBI,SARIMAX,0.8764314651489258,"96 37215.195312 97 33629.503906 98 36869.558594 99 39078.191406 100 32331.417969 101 39078.191406 102 39139.953125 103 39139.953125 104 40367.054688 105 39139.953125 106 40187.511719 107 39139.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,Cota-Parte do ICMS,MLP,0.906836748123169,"96 414577.302347 97 400270.138768 98 400063.506440 99 505312.742994 100 477720.630364 101 461796.389243 102 486761.815099 103 506402.695328 104 527733.566519 105 514508.955675 106 515359.287179 107 526535.910388 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,Cota-Parte do IPVA,XGBoost,1.669403076171875,"96 102101.875000 97 97526.179688 98 97701.117188 99 98246.554688 100 98246.554688 101 259711.015625 102 259711.015625 103 251688.265625 104 224666.906250 105 224738.234375 106 224666.906250 107 259711.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,IPTU,SARIMAX,0.8292055130004883,"89 119539.593750 90 110900.875000 91 115264.203125 92 79695.140625 93 81056.804688 94 78816.453125 95 95959.468750 96 95959.468750 97 103052.617188 98 104498.953125 99 110909.593750 100 110909.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,ISS,Prophet,1.7957606315612793,"96 223435.265625 97 253632.453125 98 284906.468750 99 283706.312500 100 214801.109375 101 367913.812500 102 285185.218750 103 285101.500000 104 314209.031250 105 314125.312500 106 285101.500000 107 367818.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,ITBI,XGBoost,1.5289137363433838,"96 86154.320312 97 63308.179688 98 88180.539062 99 88594.710938 100 78286.789062 101 88755.734375 102 101648.289062 103 85092.304688 104 101648.289062 105 78286.789062 106 78286.789062 107 86128.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do ICMS,MLP,1.1025843620300293,"96 1.381263e+06 97 1.358898e+06 98 1.369050e+06 99 1.408073e+06 100 1.413443e+06 101 1.425196e+06 102 1.437248e+06 103 1.447062e+06 104 1.467923e+06 105 1.478427e+06 106 1.491943e+06 107 1.476071e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do IPVA,XGBoost,1.3775806427001953,"96 73296.656250 97 71369.632812 98 70714.101562 99 50489.210938 100 33016.652344 101 374991.343750 102 60658.257812 103 64810.246094 104 141889.843750 105 65272.242188 106 64990.957031 107 374991.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,IPTU,SARIMAX,1.43292236328125,"94 19036.599609 95 28034.410156 96 18402.392578 97 8925.350586 98 7149.856445 99 25800.638672 100 20902.931641 101 20844.517578 102 18503.578125 103 4278.548340 104 1653.838867 105 18523.759766 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,ISS,MLP,1.2469286918640137,"96 66619.636422 97 62656.784253 98 60743.974779 99 61800.355078 100 63866.035197 101 60142.322725 102 61595.459427 103 63300.379928 104 66081.932767 105 65381.963170 106 63785.434898 107 67988.423886 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,ITBI,XGBoost,1.1213922500610352,"96 41187.414062 97 183707.171875 98 232493.937500 99 33079.121094 100 48900.871094 101 124142.171875 102 31663.150391 103 42126.359375 104 218427.703125 105 188730.890625 106 132857.156250 107 43050.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,Cota-Parte do ICMS,MLP,0.8400475978851318,"96 9.824848e+05 97 9.854957e+05 98 1.007640e+06 99 1.023575e+06 100 1.081976e+06 101 1.024436e+06 102 1.051981e+06 103 1.065336e+06 104 1.069635e+06 105 1.073740e+06 106 1.059645e+06 107 1.088519e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,Cota-Parte do IPVA,AR,1.070441484451294,"96 34698.105469 97 22423.537109 98 10883.422852 99 20335.109375 100 105567.882812 101 240652.031250 102 24784.144531 103 42901.929688 104 37463.191406 105 42448.445312 106 103359.640625 107 241788.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,IPTU,MLP,1.2365398406982422,"83 -11286.874623 84 -16046.743144 85 -24451.022546 86 -36093.301917 87 -67323.844873 88 -77544.054603 89 -114079.904965 90 -158722.621419 91 -220761.777281 92 -306102.584094 93 -429277.275666 94 -580965.788978 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,ISS,XGBoost,2.001948356628418,"96 13217.399414 97 15139.862305 98 14624.377930 99 15139.862305 100 14975.150391 101 14346.265625 102 21400.455078 103 20164.876953 104 15159.099609 105 15159.099609 106 15044.606445 107 14920.441406 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,ITBI,XGBoost,1.5716288089752197,"86 16153.389648 87 4450.482910 88 39748.535156 89 9342.668945 90 25798.804688 91 13584.114258 92 30111.140625 93 10438.796875 94 9965.137695 95 1389.545288 96 26616.978516 97 4001.631592 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do ICMS,MLP,1.1743841171264648,"96 1.075126e+06 97 1.073254e+06 98 1.098166e+06 99 1.121982e+06 100 1.169942e+06 101 1.130000e+06 102 1.157126e+06 103 1.175698e+06 104 1.184396e+06 105 1.189775e+06 106 1.182380e+06 107 1.205943e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do IPVA,XGBoost,1.204500436782837,"92 28546.576172 93 24573.386719 94 24369.230469 95 25473.328125 96 18402.419922 97 121295.085938 98 37263.226562 99 37971.812500 100 37512.757812 101 33391.226562 102 43566.980469 103 137008.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,IPTU,SES,1.1103453636169434,"73 4619.661621 74 3322.274658 75 3698.530762 76 3768.393311 77 58354.519531 78 4783.430176 79 5140.982422 80 4417.349609 81 5887.341797 82 6244.893555 83 1419.185669 84 4386.329102 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,ISS,MLP,1.632819414138794,"88 -18464.072901 89 -22964.397575 90 -52656.555847 91 -64154.079090 92 -35517.906202 93 -171099.706680 94 -16287.944064 95 -13659.423265 96 43431.734902 97 83267.207403 98 57900.936629 99 341283.076775 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,ITBI,Prophet,0.907670259475708,"75 16766.017578 76 38419.027344 77 11478.990234 78 9513.287109 79 14982.053711 80 29127.220703 81 28327.632812 82 4707.258301 83 36842.835938 84 34321.210938 85 24200.291016 86 7203.733398 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Cota-Parte do ICMS,MLP,1.425856590270996,"88 334502.533416 89 330915.347575 90 335321.114745 91 344853.194660 92 351338.148585 93 353333.086149 94 357584.144312 95 362000.785751 96 367843.402204 97 371714.269010 98 375165.282454 99 375150.587119 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Cota-Parte do IPVA,SARIMAX,1.563621997833252,"84 50836.347656 85 49388.382812 86 38913.902344 87 50303.402344 88 50303.402344 89 101306.015625 90 49080.007812 91 61573.105469 92 59512.042969 93 61573.105469 94 61573.105469 95 101306.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,IPTU,HWES,1.0395255088806152,"86 63270.136719 87 8246.978516 88 5519.815918 89 966.958679 90 5865.159668 91 9988.772461 92 124597.757812 93 28419.111328 94 28419.111328 95 36076.179688 96 25919.416016 97 29864.542969 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,ISS,MLP,1.0057072639465332,"96 129202.494232 97 130405.688286 98 131431.661403 99 133329.320326 100 135845.809391 101 133023.889217 102 134371.389537 103 135773.811009 104 137319.474932 105 138087.604859 106 138561.719703 107 141737.676083 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,ITBI,MLP,1.076061487197876,"96 55418.031426 97 47559.358185 98 48056.805304 99 51597.574870 100 52368.543435 101 60784.803398 102 54444.417555 103 56259.608832 104 57657.976471 105 58421.479567 106 59250.657784 107 58134.238365 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,Cota-Parte do ICMS,MLP,1.0532405376434326,"96 1.035885e+06 97 1.015506e+06 98 1.023297e+06 99 1.051201e+06 100 1.058209e+06 101 1.061897e+06 102 1.071040e+06 103 1.079636e+06 104 1.095587e+06 105 1.103981e+06 106 1.113892e+06 107 1.105634e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,Cota-Parte do IPVA,XGBoost,1.1575539112091064,"96 272347.75000 97 270217.78125 98 272347.75000 99 272347.75000 100 265776.46875 101 915897.06250 102 557519.25000 103 475134.00000 104 481075.21875 105 481075.21875 106 481075.21875 107 774022.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,IPTU,AR,1.8003170490264893,"73 2370.501709 74 2351.386719 75 2374.607910 76 4117.620605 77 2311.098145 78 4239.427734 79 914.741577 80 951.089783 81 951.089783 82 968.993347 83 958.572632 84 957.368835 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,ISS,MLP,1.895059585571289,"96 18154.954617 97 20149.164916 98 24358.143929 99 21503.147747 100 27811.895445 101 6493.134180 102 19081.174484 103 17785.375839 104 13332.944588 105 12776.681040 106 4455.253694 107 17514.739109 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,ITBI,XGBoost,2.537827491760254,"79 2526.152344 80 1048.398804 81 1793.841064 82 2371.337158 83 3593.281738 84 1530.363770 85 3631.465820 86 5013.237305 87 1398.436768 88 1528.276489 89 1483.561401 90 1853.056641 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do ICMS,MLP,1.1550471782684326,"96 378989.532967 97 370304.399784 98 376521.632601 99 386032.868878 100 394084.579678 101 378957.631150 102 387480.719828 103 392699.793246 104 396186.314149 105 396696.249506 106 395868.195457 107 399447.717031 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do IPVA,MLP,1.015169620513916,"89 8988.186592 90 23405.733098 91 30694.740846 92 37266.289516 93 56313.431438 94 93691.153564 95 72342.213133 96 96692.214766 97 120896.276918 98 150287.356438 99 189211.142697 100 207767.770848 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,IPTU,MLP,1.112511396408081,"95 16684.211451 96 -105633.077146 97 24334.102838 98 -8006.986307 99 28778.998686 100 89310.091471 101 -71560.827093 102 -157085.675209 103 -78802.109821 104 -104470.881730 105 -107585.115105 106 -106465.977134 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,ISS,SARIMAX,1.1407859325408936,"96 1233899.875 97 1233899.875 98 1233899.875 99 1233899.875 100 1233899.875 101 1233899.875 102 1233899.875 103 1233899.875 104 1233899.875 105 1233899.875 106 1233899.875 107 1233899.875 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,ITBI,MLP,1.6405892372131348,"96 143270.877859 97 123684.823062 98 162639.236509 99 113540.491529 100 137636.081755 101 153313.957010 102 148626.233056 103 159422.650443 104 148502.381692 105 167970.706127 106 170948.367941 107 169355.823807 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,Cota-Parte do ICMS,MLP,2.406790018081665,"96 1.878045e+06 97 1.846601e+06 98 1.854784e+06 99 1.901162e+06 100 1.912082e+06 101 1.927008e+06 102 1.938280e+06 103 1.956581e+06 104 1.984883e+06 105 2.003216e+06 106 2.025391e+06 107 2.013321e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,Cota-Parte do IPVA,AR,1.6410892009735107,"96 4.852395e+05 97 5.085142e+05 98 4.627531e+05 99 6.513077e+05 100 3.797566e+05 101 1.488945e+06 102 9.574415e+05 103 1.013545e+06 104 9.553882e+05 105 1.183735e+06 106 9.555216e+05 107 7.592507e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,IPTU,SARIMAX,1.2420072555541992,"93 770105.125000 94 107260.054688 95 100750.765625 96 102040.320312 97 102557.312500 98 66567.164062 99 803817.437500 100 84135.226562 101 84135.226562 102 84135.226562 103 84135.226562 104 99805.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,ISS,HWES,3.2552595138549805,"96 218662.156250 97 267572.562500 98 194924.984375 99 292150.906250 100 140558.296875 101 292150.906250 102 141122.453125 103 148311.156250 104 293883.500000 105 140304.406250 106 294751.218750 107 141122.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,ITBI,XGBoost,2.3276207447052,"95 26799.037109 96 20457.253906 97 26249.656250 98 20550.500000 99 29351.140625 100 21627.296875 101 31858.751953 102 26414.355469 103 31829.347656 104 26629.175781 105 21993.337891 106 27268.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do ICMS,MLP,1.0779964923858643,"96 591676.459986 97 577942.915868 98 582264.387324 99 597455.591054 100 602425.030439 101 595699.413666 102 601568.581185 103 606374.056733 104 614429.671787 105 617793.713880 106 621921.302279 107 618670.840471 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do IPVA,XGBoost,0.9997811317443848,"96 165067.078125 97 148258.921875 98 168571.578125 99 140925.625000 100 127180.031250 101 688389.000000 102 334682.000000 103 166898.765625 104 284289.093750 105 221759.625000 106 216031.000000 107 688389.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,IPTU,SARIMAX,1.719881534576416,"89 8461.826172 90 2274.951416 91 2274.951416 92 1165.109009 93 1131.539307 94 1038.942261 95 8212.923828 96 3929.516357 97 3200.656006 98 3348.824219 99 3510.110596 100 3470.402100 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,ISS,MLP,0.9608218669891357,"96 35170.267113 97 33691.508478 98 33521.517442 99 31454.755724 100 32595.453082 101 23465.083719 102 25528.299418 103 25014.578220 104 23570.207230 105 23288.792576 106 20688.586834 107 25147.920489 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,ITBI,SES,1.131178379058838,"75 6335.344727 76 5175.010254 77 6335.344727 78 5175.010254 79 8539.078125 80 3791.660156 81 3806.300293 82 3791.660156 83 3684.145264 84 3791.660156 85 5850.230957 86 4669.370117 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do ICMS,XGBoost,1.0182793140411377,"96 272471.21875 97 298997.90625 98 275947.75000 99 276129.40625 100 275947.75000 101 299179.59375 102 276129.40625 103 298997.90625 104 275036.93750 105 275036.93750 106 275036.93750 107 298997.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do IPVA,MLP,1.147043228149414,"96 9337.211008 97 20267.527529 98 19134.885618 99 18476.604368 100 26948.291514 101 96249.093791 102 35293.151093 103 47517.771271 104 53167.673591 105 58964.052874 106 71855.699277 107 85732.058425 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,IPTU,HWES,1.8978893756866455,"96 18704.605469 97 16495.402344 98 18330.447266 99 16742.212891 100 3973.562012 101 7514.513672 102 8471.999023 103 8423.939453 104 8331.674805 105 9107.020508 106 8752.474609 107 7477.097656 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,ISS,SARIMAX,2.4925756454467773,"96 83648.273438 97 83648.273438 98 83648.273438 99 83720.421875 100 83693.539062 101 83648.273438 102 83648.273438 103 83648.273438 104 83648.273438 105 83648.273438 106 83648.273438 107 83648.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,ITBI,XGBoost,0.9844973087310791,"95 18066.259766 96 17748.968750 97 13852.907227 98 5374.176270 99 12405.248047 100 8829.977539 101 22547.900391 102 18127.552734 103 13185.702148 104 14461.990234 105 18256.314453 106 17908.261719 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,Cota-Parte do ICMS,MLP,0.9375803470611572,"96 475696.309909 97 474363.227119 98 482924.418801 99 492292.383622 100 508321.001583 101 489469.706932 102 498974.334715 103 504195.930212 104 507127.988445 105 508681.643884 106 506786.476326 107 513662.790551 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,Cota-Parte do IPVA,MLP,1.1759071350097656,"93 73430.893961 94 43573.230399 95 17619.168687 96 24454.993246 97 45001.510218 98 110525.657094 99 91812.440320 100 102335.322623 101 108768.377364 102 140914.241251 103 186685.456549 104 224386.722429 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,IPTU,SARIMAX,1.0494906902313232,"77 160894.390625 78 13072.909180 79 13072.909180 80 6618.476562 81 4546.312012 82 4054.180420 83 9394.757812 84 2094.371094 85 2094.371094 86 1782.545776 87 1918.910522 88 1279.797241 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,ISS,MLP,1.0028431415557861,"96 48308.267490 97 56989.538624 98 49960.262119 99 51999.453285 100 53504.701532 101 54735.040346 102 56627.070064 103 56697.620015 104 55069.299774 105 57390.209424 106 58227.013427 107 58635.932937 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,ITBI,XGBoost,0.8426399230957031,"81 26809.222656 82 23999.318359 83 24070.435547 84 23757.406250 85 23448.154297 86 22574.558594 87 22901.150391 88 22910.820312 89 22910.820312 90 22910.820312 91 22901.150391 92 22910.820312 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do ICMS,MLP,0.9025945663452148,"96 506513.887968 97 491713.003509 98 510005.574762 99 537490.379654 100 525853.056543 101 526570.245582 102 534604.288146 103 544531.179886 104 551233.687706 105 547209.144190 106 548069.622591 107 549448.502123 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do IPVA,SARIMAX,1.1867210865020752,"96 52002.250000 97 -19045.257812 98 17006.226562 99 -19239.089844 100 52018.558594 101 293530.968750 102 95925.101562 103 45347.550781 104 29613.457031 105 45347.550781 106 81226.539062 107 134993.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,IPTU,HWES,2.1959221363067627,"96 15508.498047 97 15586.781250 98 10359.471680 99 10733.641602 100 8099.651855 101 9773.060547 102 45827.167969 103 46200.113281 104 64844.953125 105 64865.078125 106 25700.945312 107 59075.179688 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,ISS,MLP,1.857102632522583,"96 19913.183894 97 18483.455717 98 18229.280978 99 17289.991457 100 17049.037266 101 16376.028024 102 16189.783547 103 16340.730986 104 16084.631017 105 16177.763669 106 16074.358196 107 16226.359109 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,ITBI,SARIMAX,0.9517014026641846,"96 19334.181641 97 9751.615234 98 12797.806641 99 7514.607910 100 14718.520508 101 12326.030273 102 21245.082031 103 16795.076172 104 11572.639648 105 21624.349609 106 12525.398438 107 14630.466797 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,Cota-Parte do ICMS,MLP,0.9574308395385742,"96 603702.958849 97 601924.663149 98 610933.037229 99 620031.115894 100 638560.200614 101 622297.120631 102 631232.307414 103 637666.343134 104 641385.292779 105 644292.329553 106 643467.096501 107 651386.878757 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,Cota-Parte do IPVA,SARIMAX,2.2832977771759033,"96 17036.472656 97 13582.708008 98 10343.853516 99 13540.343750 100 10684.099609 101 63432.667969 102 15411.901367 103 16130.464844 104 18749.656250 105 19999.324219 106 27980.927734 107 90253.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,IPTU,HWES,1.570296049118042,"85 10021.507812 86 18003.019531 87 17078.650391 88 9082.775391 89 9103.705078 90 9246.997070 91 9227.368164 92 4329.983887 93 4314.404297 94 1618.201050 95 1236.398193 96 1262.471436 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,ISS,XGBoost,1.7781453132629395,"96 8960.156250 97 7770.330566 98 6513.136719 99 8220.718750 100 6427.687500 101 5628.523926 102 5788.532227 103 10262.533203 104 8020.647461 105 7966.453613 106 8020.647461 107 9306.442383 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,ITBI,MLP,0.8530843257904053,"94 13244.122302 95 6543.258103 96 6957.925584 97 7342.976196 98 1490.880034 99 2153.946011 100 2410.596042 101 1680.092037 102 990.513643 103 -165.500020 104 -171.344722 105 -339.147412 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,Cota-Parte do ICMS,MLP,1.0629768371582031,"96 490936.631733 97 489757.215836 98 499910.319376 99 508965.055741 100 527059.230461 101 510231.033255 102 520322.799832 103 526778.428475 104 529572.759783 105 531545.297773 106 529229.477675 107 537600.387991 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,Cota-Parte do IPVA,MLP,1.1013987064361572,"96 -10934.033517 97 15147.331042 98 13697.062156 99 7661.338449 100 20287.496896 101 121647.757839 102 20700.260443 103 41785.626362 104 48955.814190 105 54872.910308 106 72289.342278 107 80429.468406 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,IPTU,AR,3.0174944400787354,"96 233307.484375 97 162949.281250 98 169722.984375 99 57472.984375 100 123936.679688 101 107569.328125 102 185527.406250 103 102187.843750 104 109700.687500 105 119023.804688 106 85820.476562 107 144099.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,ISS,XGBoost,1.8562183380126953,"96 1445038.750 97 1451446.000 98 1448951.125 99 1521290.500 100 1527057.125 101 1564888.500 102 1697240.250 103 1686583.875 104 1619906.750 105 1680099.125 106 1696855.875 107 1651400.250 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,ITBI,XGBoost,1.1075074672698975,"95 114432.812500 96 132046.500000 97 138087.281250 98 51142.750000 99 106851.429688 100 90810.468750 101 108500.359375 102 114403.421875 103 31380.607422 104 83038.218750 105 88982.132812 106 109477.945312 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,Cota-Parte do ICMS,MLP,0.9690382480621338,"96 2.301829e+06 97 2.270024e+06 98 2.291344e+06 99 2.337703e+06 100 2.374749e+06 101 2.342114e+06 102 2.369068e+06 103 2.390335e+06 104 2.415829e+06 105 2.431388e+06 106 2.444017e+06 107 2.452743e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,Cota-Parte do IPVA,XGBoost,1.011209487915039,"96 87904.078125 97 95909.093750 98 92823.085938 99 84178.625000 100 84109.148438 101 264619.531250 102 108975.648438 103 110936.718750 104 110936.718750 105 139592.812500 106 139592.812500 107 264619.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,IPTU,XGBoost,0.9279155731201172,"95 3006.134521 96 2995.793213 97 3424.761963 98 3473.777832 99 3426.410889 100 3343.621582 101 1748.594849 102 1439.490967 103 678.482056 104 782.191711 105 -1061.327881 106 -1080.894409 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,ISS,MLP,1.133967399597168,"96 23127.614740 97 23076.478458 98 23366.721405 99 23146.793274 100 24632.274190 101 22645.867966 102 24408.322832 103 24604.325750 104 24865.705670 105 24896.129118 106 25538.035450 107 25494.561286 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,ITBI,XGBoost,1.3023889064788818,"94 17254.966797 95 10203.481445 96 10431.511719 97 17457.693359 98 10410.895508 99 10682.123047 100 9871.596680 101 10694.427734 102 10122.208008 103 9871.596680 104 10193.353516 105 10193.353516 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Cota-Parte do ICMS,MLP,0.9866795539855957,"96 831373.558643 97 820830.387345 98 832055.844265 99 852681.687257 100 867722.861135 101 860182.124117 102 870850.526737 103 879415.762451 104 889176.140081 105 894078.800212 106 897655.088298 107 897294.303115 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Cota-Parte do IPVA,SARIMAX,1.2318525314331055,"96 18186.076172 97 21154.771484 98 24334.962891 99 23022.095703 100 22982.667969 101 89017.046875 102 27821.628906 103 24494.302734 104 108374.460938 105 28726.792969 106 28483.615234 107 114092.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,IPTU,SARIMAX,1.0830786228179932,"87 4737.457520 88 2856.282227 89 2794.321289 90 8503.291016 91 6001.257812 92 6448.206543 93 6896.430176 94 6692.172363 95 6615.899902 96 7793.073730 97 4640.456543 98 8348.108398 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,ISS,XGBoost,2.7157156467437744,"96 18475.796875 97 21668.343750 98 22851.173828 99 18825.015625 100 17134.888672 101 15970.883789 102 15970.883789 103 18817.611328 104 15967.867188 105 17639.169922 106 18825.015625 107 17152.341797 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,ITBI,XGBoost,1.0680806636810303,"95 25235.867188 96 21570.943359 97 25434.349609 98 32281.650391 99 25002.601562 100 33766.746094 101 23069.244141 102 23069.244141 103 33766.746094 104 23069.244141 105 33766.746094 106 23069.244141 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do ICMS,MLP,1.0098168849945068,"96 404742.549857 97 394562.913901 98 398736.514673 99 413234.531353 100 414608.471863 101 419940.742736 102 423868.357336 103 428160.138566 104 436112.659455 105 439476.483781 106 444409.221416 107 437919.714780 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do IPVA,XGBoost,2.0525102615356445,"96 17885.785156 97 8527.688477 98 8784.958984 99 10585.924805 100 8658.843750 101 73138.492188 102 21263.585938 103 13463.748047 104 8112.100586 105 16097.950195 106 13277.944336 107 78472.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,IPTU,MLP,1.4125683307647705,"96 56666.268834 97 29629.700718 98 29449.378748 99 36029.785784 100 4785.934473 101 -48594.983859 102 11745.947888 103 3362.349500 104 -4159.481676 105 -12371.480932 106 -29778.609904 107 -54055.181229 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,ISS,MLP,0.9107298851013184,"96 151172.485028 97 158933.171960 98 168033.616420 99 196948.624631 100 187353.236097 101 154995.082384 102 169066.254954 103 172443.791305 104 182005.457136 105 193281.339603 106 176554.103753 107 173871.496501 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,ITBI,XGBoost,1.0586752891540527,"96 83640.062500 97 162179.265625 98 146120.421875 99 86615.609375 100 86530.078125 101 86698.664062 102 86581.328125 103 86581.328125 104 86698.664062 105 86698.664062 106 86615.609375 107 86581.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Cota-Parte do ICMS,MLP,0.8792204856872559,"96 712789.493752 97 705829.905957 98 718483.741698 99 739487.169929 100 756876.628658 101 751491.877468 102 763068.228838 103 773106.283071 104 783523.104578 105 789108.862196 106 792753.738971 107 793972.442182 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Cota-Parte do IPVA,XGBoost,1.779083013534546,"96 105784.429688 97 105468.507812 98 88235.554688 99 87060.640625 100 84296.273438 101 248043.093750 102 220499.203125 103 220499.203125 104 200596.656250 105 200596.656250 106 200596.656250 107 220499.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,IPTU,SARIMAX,3.0062074661254883,"93 13542.147461 94 9276.681641 95 10976.825195 96 12747.765625 97 13785.174805 98 11156.632812 99 6425.808105 100 12963.704102 101 11077.147461 102 8459.173828 103 6784.000000 104 11077.147461 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,ISS,SES,0.7911548614501953,"96 58176.324219 97 58163.589844 98 60726.484375 99 68946.906250 100 66256.835938 101 69575.507812 102 140099.875000 103 140099.875000 104 140059.406250 105 140099.875000 106 140099.875000 107 140091.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,ITBI,SES,1.0411999225616455,"96 22591.806641 97 24235.177734 98 22953.470703 99 22783.810547 100 23616.941406 101 27110.335938 102 29250.156250 103 29370.476562 104 25563.863281 105 22913.185547 106 25137.679688 107 26128.195312 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do ICMS,MLP,1.9848997592926025,"96 470177.435550 97 457032.684628 98 455687.341567 99 468448.747093 100 465028.427346 101 475406.710670 102 474995.101344 103 476106.845795 104 484288.012895 105 489025.682442 106 495035.521389 107 486933.582112 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do IPVA,XGBoost,1.7242980003356934,"95 44933.312500 96 41914.871094 97 50025.761719 98 50354.636719 99 49022.628906 100 275328.062500 101 47767.039062 102 55383.066406 103 100185.070312 104 100185.070312 105 100185.070312 106 180328.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,IPTU,XGBoost,1.98543119430542,"86 2715.284424 87 21434.673828 88 2392.858154 89 2433.317383 90 2747.268555 91 2731.169678 92 2628.037598 93 21430.828125 94 2268.060791 95 2268.060791 96 1767.094604 97 2163.432617 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,ISS,XGBoost,1.5357332229614258,"96 11705.313477 97 11414.625000 98 24620.638672 99 14966.189453 100 13372.096680 101 15082.304688 102 14955.082031 103 14767.331055 104 16604.568359 105 14426.693359 106 14767.331055 107 14767.331055 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,ITBI,XGBoost,0.9853098392486572,"89 22600.785156 90 41659.714844 91 12338.001953 92 31248.417969 93 20098.146484 94 26221.191406 95 40532.851562 96 17780.097656 97 39361.488281 98 20605.490234 99 32750.910156 100 29354.097656 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do ICMS,MLP,0.9598343372344971,"96 389808.681285 97 387573.894655 98 395735.870937 99 407049.758827 100 418225.070665 101 415426.977456 102 421159.572057 103 426325.035947 104 430799.095303 105 432945.310541 106 433493.349171 107 434131.207276 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do IPVA,SARIMAX,1.001070499420166,"96 29963.445312 97 28975.505859 98 28993.107422 99 24867.597656 100 28993.107422 101 85581.039062 102 65265.347656 103 65302.511719 104 65302.511719 105 57964.015625 106 65302.511719 107 85559.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,IPTU,XGBoost,3.4936282634735107,"95 4394.144531 96 6561.527344 97 7488.492188 98 6174.978516 99 6097.415527 100 6224.749023 101 19188.091797 102 12493.676758 103 12163.915039 104 5534.752441 105 4830.476074 106 5431.732910 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,ISS,XGBoost,1.1617639064788818,"96 20715.404297 97 18132.441406 98 20350.222656 99 15444.728516 100 15570.501953 101 14851.923828 102 9612.096680 103 10452.285156 104 10452.285156 105 9467.328125 106 12524.959961 107 12524.959961 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,ITBI,XGBoost,0.8987329006195068,"96 115814.914062 97 29961.951172 98 99390.687500 99 103380.281250 100 58415.878906 101 34235.562500 102 257841.437500 103 63342.777344 104 304743.062500 105 343634.343750 106 63776.613281 107 292286.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do ICMS,MLP,1.1417675018310547,"96 839525.294630 97 831173.155161 98 854348.814703 99 862106.981236 100 874504.448895 101 898692.738386 102 906343.858749 103 916123.376535 104 930625.505251 105 941926.681290 106 952605.122235 107 948286.410440 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.3825273513793945,"96 17827.814453 97 14764.155273 98 10610.083008 99 8437.258789 100 6448.009277 101 50781.257812 102 13102.149414 103 14764.155273 104 15176.944336 105 14452.858398 106 14373.225586 107 50781.257812 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,IPTU,XGBoost,1.054816722869873,"95 5.712778e+06 96 1.021443e+06 97 9.106527e+05 98 9.689063e+05 99 5.283466e+06 100 9.232845e+06 101 1.175555e+07 102 1.175555e+07 103 1.175555e+07 104 1.175555e+07 105 1.175555e+07 106 1.175555e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,ISS,SARIMAX,1.2662990093231201,"96 2366713.75 97 2369690.00 98 2368338.75 99 2299541.25 100 2369825.75 101 2369825.75 102 2299541.25 103 2299541.25 104 2299541.25 105 2369825.75 106 2299541.25 107 2299541.25 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,ITBI,SARIMAX,1.6993861198425293,"96 645231.0625 97 683755.0000 98 657655.4375 99 669336.8125 100 942283.0000 101 816039.6875 102 942368.0000 103 687875.2500 104 735460.3125 105 687875.2500 106 816039.6875 107 692647.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,Cota-Parte do ICMS,MLP,1.0404059886932373,"96 7.149870e+06 97 7.044580e+06 98 7.112488e+06 99 7.271633e+06 100 7.370516e+06 101 7.303570e+06 102 7.380066e+06 103 7.441130e+06 104 7.524347e+06 105 7.569987e+06 106 7.610669e+06 107 7.604077e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,Cota-Parte do IPVA,MLP,1.638075590133667,"96 3.894094e+05 97 1.255521e+06 98 1.321152e+06 99 1.112507e+06 100 1.755729e+06 101 6.188033e+06 102 2.395928e+06 103 3.408046e+06 104 4.015862e+06 105 4.542262e+06 106 5.712128e+06 107 6.592099e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,IPTU,MLP,1.0873730182647705,"96 15405.779923 97 9385.598589 98 3778.873653 99 18539.194345 100 15992.053245 101 17928.109046 102 21387.967027 103 19582.313926 104 17837.369375 105 23442.889858 106 24294.910423 107 25113.661727 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,ISS,SARIMAX,2.5959205627441406,"96 24230.218750 97 23652.087891 98 24996.044922 99 25244.246094 100 24637.443359 101 24985.019531 102 25244.246094 103 23412.140625 104 24637.035156 105 25244.246094 106 24985.019531 107 24985.019531 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,ITBI,XGBoost,0.9697909355163574,"88 7284.054199 89 9820.996094 90 6200.205566 91 16094.500977 92 14351.924805 93 16063.187500 94 15634.325195 95 6522.454590 96 8317.361328 97 7427.197754 98 13536.833984 99 13716.286133 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Cota-Parte do ICMS,MLP,1.1287248134613037,"96 561191.387135 97 555103.714127 98 560778.447016 99 573121.922012 100 582523.500200 101 580722.202442 102 586212.399635 103 591398.739967 104 598198.529812 105 602438.204712 106 605803.104904 107 605812.658888 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Cota-Parte do IPVA,SARIMAX,1.9819364547729492,"96 30344.214844 97 15573.995117 98 15573.995117 99 17437.501953 100 6432.072754 101 124523.828125 102 31316.277344 103 26823.781250 104 31401.365234 105 41993.980469 106 59487.941406 107 131760.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,IPTU,AR,1.230912446975708,"96 126818.476562 97 126223.750000 98 93730.648438 99 102239.507812 100 124004.250000 101 108728.726562 102 106148.250000 103 105364.921875 104 80385.218750 105 63686.117188 106 97322.765625 107 64836.707031 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,ISS,MLP,0.9853255748748779,"96 1.858993e+05 97 7.342601e+04 98 -1.580186e+05 99 -4.630623e+05 100 -9.488809e+05 101 -1.539446e+06 102 -2.287294e+06 103 -3.551820e+06 104 -5.332714e+06 105 -7.878395e+06 106 -1.147320e+07 107 -1.662364e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,ITBI,SARIMAX,1.1818950176239014,"96 187835.453125 97 220835.000000 98 177531.375000 99 186426.906250 100 187411.937500 101 177623.328125 102 187411.937500 103 187411.937500 104 187411.937500 105 177623.328125 106 187411.937500 107 187411.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do ICMS,MLP,2.0160794258117676,"96 1.727099e+06 97 1.704216e+06 98 1.718462e+06 99 1.750048e+06 100 1.767189e+06 101 1.746032e+06 102 1.763176e+06 103 1.773193e+06 104 1.787370e+06 105 1.794483e+06 106 1.801553e+06 107 1.798808e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do IPVA,MLP,2.1448400020599365,"96 2.413605e+04 97 2.133156e+05 98 1.965305e+05 99 1.493702e+05 100 2.523042e+05 101 1.052755e+06 102 2.959275e+05 103 4.549779e+05 104 5.048589e+05 105 5.311964e+05 106 6.622789e+05 107 8.151448e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,IPTU,SARIMAX,1.7031598091125488,"94 1648.198120 95 9499.362305 96 1696.466431 97 1715.328247 98 2100.485107 99 2183.705811 100 1240.980591 101 9962.824219 102 1688.603149 103 1531.386597 104 1952.598877 105 2214.407227 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,ISS,SARIMAX,1.2062301635742188,"96 189419.296875 97 189580.265625 98 173192.062500 99 189728.578125 100 173192.062500 101 189728.578125 102 189728.578125 103 189728.578125 104 189728.578125 105 173192.062500 106 189728.578125 107 173192.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,ITBI,MLP,1.1362214088439941,"95 35703.166294 96 32620.810395 97 36557.784151 98 24124.807898 99 29822.229246 100 32020.418983 101 31079.301079 102 29891.421958 103 28470.371293 104 29385.564792 105 30816.131753 106 29896.569885 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do ICMS,MLP,0.9948141574859619,"96 514197.362581 97 513039.907923 98 520656.048776 99 516806.399381 100 558119.686966 101 518715.673529 102 529585.047111 103 533086.599388 104 532075.465920 105 533782.489433 106 513126.730228 107 534951.473455 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do IPVA,MLP,1.0923049449920654,"96 29625.587381 97 69733.978376 98 58774.624985 99 52696.425842 100 98566.444799 101 246310.355143 102 108427.356755 103 142544.661460 104 157747.502529 105 170230.298816 106 204648.407472 107 221749.744674 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,IPTU,AR,1.467810869216919,"96 5707.936035 97 5826.794922 98 6696.519531 99 4411.857910 100 4423.951660 101 4370.054199 102 5643.755859 103 5643.755859 104 5643.755859 105 4181.059570 106 3971.031006 107 3971.031006 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,ISS,XGBoost,0.994225025177002,"96 43585.246094 97 54108.179688 98 55916.097656 99 68101.257812 100 64110.636719 101 62848.023438 102 58779.613281 103 58779.613281 104 62848.023438 105 58779.613281 106 53593.453125 107 53593.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,ITBI,XGBoost,1.0454840660095215,"96 19055.070312 97 10897.354492 98 11420.094727 99 12842.926758 100 18763.523438 101 11593.730469 102 19899.244141 103 25194.232422 104 20536.931641 105 24802.039062 106 19913.931641 107 20543.605469 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do ICMS,MLP,1.0144004821777344,"96 528264.263527 97 526538.125019 98 535185.627920 99 543875.873824 100 559153.125167 101 545589.021954 102 554576.597768 103 560407.311591 104 563895.117274 105 566353.238939 106 565931.940399 107 572535.098791 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do IPVA,MLP,1.1111137866973877,"96 16989.423682 97 47864.138433 98 71675.952297 99 59859.480482 100 108437.514653 101 303905.908439 102 126632.586161 103 170834.574577 104 208707.000474 105 231776.957369 106 294645.858698 107 326091.977278 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,IPTU,HWES,4.107938051223755,"96 8916.794922 97 22098.466797 98 14119.701172 99 14177.009766 100 16427.996094 101 20251.794922 102 7287.026367 103 20983.960938 104 7373.250977 105 9140.364258 106 11908.042969 107 17821.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,ISS,MLP,1.8054041862487793,"96 51871.732963 97 64424.267829 98 51515.018148 99 63057.707575 100 73048.228315 101 47917.090739 102 64565.956887 103 56115.996776 104 66227.785827 105 58855.905662 106 49534.181749 107 67545.444888 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,ITBI,AR,1.6583452224731445,"96 48274.484375 97 40273.078125 98 24683.255859 99 31505.933594 100 17668.830078 101 21921.373047 102 26487.535156 103 42835.359375 104 50302.625000 105 24970.005859 106 26500.251953 107 25912.550781 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Cota-Parte do ICMS,MLP,0.9950006008148193,"96 647614.823739 97 647021.503541 98 659268.283334 99 672553.038818 100 692895.418808 101 683736.712210 102 693665.890559 103 701702.132291 104 707241.989910 105 710850.496469 106 710946.766663 107 716935.919991 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Cota-Parte do IPVA,SARIMAX,1.1420884132385254,"95 92855.125000 96 72657.242188 97 80538.109375 98 68592.234375 99 68515.437500 100 291224.625000 101 217698.781250 102 176497.890625 103 170533.875000 104 176497.890625 105 176497.890625 106 291224.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,IPTU,HWES,1.4191555976867676,"95 697927.4375 96 700923.4375 97 679316.7500 98 594363.0625 99 661458.1875 100 656531.8125 101 646797.3125 102 548623.2500 103 499322.3125 104 499322.3125 105 506016.0000 106 514475.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,ISS,MLP,1.0080628395080566,"96 6.008323e+05 97 6.401479e+05 98 6.609518e+05 99 7.175948e+05 100 7.246550e+05 101 7.682681e+05 102 8.100999e+05 103 8.435593e+05 104 8.876897e+05 105 9.319065e+05 106 9.752796e+05 107 1.022962e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,ITBI,SARIMAX,1.2904894351959229,"96 120384.218750 97 132397.765625 98 169056.328125 99 172852.515625 100 174650.812500 101 169651.000000 102 165413.390625 103 125314.937500 104 170314.562500 105 170314.562500 106 167518.812500 107 127565.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Cota-Parte do ICMS,MLP,1.1924142837524414,"96 2.329894e+06 97 2.294978e+06 98 2.322942e+06 99 2.371894e+06 100 2.406510e+06 101 2.388700e+06 102 2.415542e+06 103 2.438075e+06 104 2.463564e+06 105 2.477877e+06 106 2.489434e+06 107 2.492038e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Cota-Parte do IPVA,AR,2.736715793609619,"96 7.639872e+05 97 7.639872e+05 98 7.720019e+05 99 7.720019e+05 100 7.720019e+05 101 2.078342e+06 102 2.077702e+06 103 2.077702e+06 104 1.965816e+06 105 1.965816e+06 106 1.965816e+06 107 2.078342e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,IPTU,XGBoost,2.690673828125,"96 1.050662e+06 97 1.038512e+06 98 6.698631e+05 99 7.659991e+05 100 5.088905e+05 101 5.364909e+05 102 5.364909e+05 103 5.364909e+05 104 4.338948e+05 105 4.338948e+05 106 4.899398e+05 107 4.811274e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,ISS,MLP,0.9864561557769775,"96 338733.710653 97 329250.399439 98 337968.883234 99 339557.544757 100 352922.504434 101 343551.906742 102 348765.924944 103 351473.107458 104 354969.252520 105 357660.937935 106 359345.645999 107 358810.351849 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,ITBI,XGBoost,1.0315775871276855,"96 8.262426e+05 97 9.562427e+05 98 9.084689e+05 99 8.698126e+05 100 8.741509e+05 101 9.185408e+05 102 1.012288e+06 103 8.495316e+05 104 9.040199e+05 105 9.052357e+05 106 9.052357e+05 107 9.251478e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,Cota-Parte do ICMS,MLP,1.0780084133148193,"96 602643.785829 97 590324.364048 98 604924.916795 99 584394.687076 100 653537.832264 101 600584.406208 102 618697.187436 103 629390.464558 104 631136.403262 105 647895.140255 106 625863.250252 107 646367.752419 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,Cota-Parte do IPVA,SARIMAX,1.378627061843872,"95 228784.109375 96 193974.359375 97 204934.375000 98 201836.375000 99 150094.468750 100 706050.875000 101 331199.000000 102 190416.062500 103 329111.062500 104 278928.031250 105 279077.281250 106 706283.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,IPTU,AR,2.5747034549713135,"96 4268.273926 97 1921.387695 98 1315.048950 99 1159.965088 100 1384.833618 101 2191.032227 102 3997.564697 103 1166.431274 104 4661.061523 105 2041.745239 106 5284.722168 107 2073.838867 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,ISS,AR,1.4390246868133545,"96 6872.487305 97 9482.867188 98 7563.842773 99 9061.065430 100 8040.000488 101 7139.706543 102 8042.504883 103 8370.337891 104 7433.976074 105 6976.281250 106 7706.533203 107 8271.651367 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,ITBI,HWES,0.8264980316162109,"94 3610.509521 95 4800.131348 96 9682.765625 97 3999.037354 98 15402.355469 99 8439.626953 100 3195.685059 101 3871.663574 102 13505.997070 103 5772.839355 104 4040.091064 105 7031.373535 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do ICMS,MLP,0.9768967628479004,"96 314288.773594 97 313207.412279 98 319457.400973 99 324804.843548 100 335019.443709 101 323515.217988 102 330079.436650 103 333636.861340 104 334920.481682 105 335774.556999 106 334355.510373 107 339499.636396 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do IPVA,MLP,0.9894471168518066,"96 14529.095149 97 29906.978736 98 35473.997166 99 35944.167169 100 51036.444925 101 132311.050913 102 67690.827686 103 89725.447712 104 107737.738648 105 126327.628769 106 155059.636775 107 182221.438561 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,IPTU,HWES,1.0937175750732422,"96 42556.742188 97 42571.761719 98 18061.861328 99 10481.994141 100 13180.229492 101 13566.232422 102 17000.058594 103 16802.646484 104 16287.611328 105 12403.347656 106 18374.548828 107 16807.464844 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,ISS,XGBoost,1.0283534526824951,"96 18006.955078 97 18460.685547 98 20432.218750 99 26207.505859 100 24396.392578 101 24396.392578 102 24278.433594 103 23089.755859 104 23607.861328 105 23914.363281 106 20193.113281 107 20193.113281 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,ITBI,SARIMAX,1.8320832252502441,"96 32651.117188 97 47091.320312 98 26636.394531 99 46984.332031 100 25377.531250 101 47086.050781 102 47111.898438 103 47094.726562 104 32680.544922 105 47094.726562 106 46917.664062 107 47094.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,Cota-Parte do ICMS,MLP,0.8679544925689697,"96 732465.409526 97 721574.801766 98 735697.147887 99 753161.766937 100 771630.067091 101 747994.151492 102 763975.254297 103 774358.069271 104 780591.695027 105 782916.412884 106 782037.440203 107 790588.189155 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,Cota-Parte do IPVA,XGBoost,1.060567855834961,"96 72156.062500 97 71864.328125 98 62731.425781 99 62684.675781 100 47495.601562 101 161868.234375 102 152925.875000 103 152925.875000 104 121364.156250 105 121364.156250 106 84162.015625 107 161781.421875 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,IPTU,SARIMAX,2.0147008895874023,"96 1.265043e+06 97 3.477177e+05 98 9.303695e+04 99 9.132248e+04 100 7.707433e+04 101 4.876757e+04 102 2.208950e+06 103 5.989422e+05 104 1.861725e+05 105 1.847549e+05 106 1.788819e+05 107 1.110455e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,ISS,SARIMAX,1.1947543621063232,"96 527851.8750 97 575770.1875 98 575920.6875 99 574377.3125 100 574377.3125 101 575893.4375 102 574350.0625 103 573883.2500 104 573883.2500 105 573883.2500 106 573883.2500 107 573883.2500 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,ITBI,XGBoost,1.1796917915344238,"96 113041.375000 97 96941.101562 98 135530.750000 99 79389.984375 100 101430.859375 101 108902.085938 102 113096.226562 103 96181.570312 104 111562.148438 105 98117.265625 106 94962.820312 107 96181.570312 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Cota-Parte do ICMS,MLP,1.8481769561767578,"96 2.106336e+06 97 2.073799e+06 98 2.112458e+06 99 2.151165e+06 100 2.215174e+06 101 2.073833e+06 102 2.132576e+06 103 2.153733e+06 104 2.154551e+06 105 2.147180e+06 106 2.118932e+06 107 2.162572e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Cota-Parte do IPVA,MLP,3.2601523399353027,"96 2.016997e+05 97 4.532405e+05 98 4.528775e+05 99 4.839838e+05 100 7.043186e+05 101 2.211573e+06 102 9.619098e+05 103 1.276598e+06 104 1.491274e+06 105 1.763829e+06 106 2.164581e+06 107 2.463971e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,IPTU,HWES,2.215121030807495,"89 1734.999390 90 2368.194092 91 856.920898 92 1493.505493 93 2731.132324 94 1345.960327 95 1405.115845 96 2181.577637 97 1631.023926 98 1416.646851 99 2065.843750 100 1602.887573 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,ISS,SARIMAX,1.1740138530731201,"96 68267.710938 97 95316.898438 98 97369.015625 99 97369.015625 100 97369.015625 101 97369.015625 102 97369.015625 103 97369.015625 104 97369.015625 105 97369.015625 106 97369.015625 107 97369.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,ITBI,XGBoost,1.183894395828247,"89 6909.991699 90 6548.655273 91 8991.072266 92 6364.214844 93 22094.464844 94 8876.114258 95 9023.828125 96 8884.229492 97 19055.523438 98 9003.247070 99 9953.589844 100 10380.786133 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do ICMS,MLP,0.9344279766082764,"96 427601.390971 97 421978.053765 98 427752.778402 99 437533.560803 100 445677.950327 101 438454.328715 102 444537.896292 103 448869.960433 104 453253.003201 105 455366.941411 106 456567.118025 107 457577.613480 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do IPVA,MLP,1.4726378917694092,"94 -21698.108356 95 16980.411802 96 851.502620 97 -12676.907760 98 4470.956779 99 102843.986377 100 -763.079935 101 21911.322798 102 16404.066100 103 16054.356333 104 30330.425636 105 13703.282920 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,IPTU,HWES,1.922591209411621,"84 256405.625000 85 178567.687500 86 178921.843750 87 177961.921875 88 178068.328125 89 178126.765625 90 230307.796875 91 230066.281250 92 230066.281250 93 230066.281250 94 230122.703125 95 230132.468750 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,ISS,MLP,2.9193639755249023,"96 33840.096831 97 29825.057238 98 30149.846085 99 33308.388312 100 29625.942595 101 32507.695455 102 27236.435756 103 31690.615597 104 34139.020792 105 28193.877927 106 32831.278297 107 35393.238997 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,ITBI,XGBoost,0.9072983264923096,"96 18216.375000 97 13924.016602 98 17840.621094 99 14296.145508 100 17799.470703 101 18025.748047 102 16254.735352 103 19949.662109 104 16055.282227 105 19671.720703 106 16416.513672 107 16888.544922 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do ICMS,MLP,1.1443305015563965,"96 630694.510935 97 630798.215217 98 643090.898108 99 656372.595961 100 677191.202230 101 669024.988527 102 678668.512792 103 686738.168916 104 692228.594514 105 695793.326450 106 695699.734741 107 701567.266468 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do IPVA,MLP,1.028634786605835,"96 8790.590737 97 50424.053458 98 46445.731894 99 45106.021053 100 58402.867039 101 222774.888515 102 72965.664545 103 108900.171245 104 119455.091783 105 130316.909187 106 152341.022695 107 191242.280533 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,IPTU,HWES,1.010437250137329,"94 29791.126953 95 31274.966797 96 53031.941406 97 38583.925781 98 34919.222656 99 36673.718750 100 35656.566406 101 37208.800781 102 34893.265625 103 35043.832031 104 34111.183594 105 35121.480469 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,ISS,SARIMAX,1.2192904949188232,"96 133881.562500 97 133881.562500 98 133881.562500 99 126262.203125 100 133881.562500 101 133881.562500 102 126262.203125 103 126262.203125 104 126262.203125 105 126262.203125 106 126262.203125 107 126262.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,ITBI,Prophet,3.093120574951172,"96 76971.921875 97 76971.921875 98 36906.914062 99 78354.906250 100 68815.031250 101 134928.609375 102 55994.281250 103 61135.183594 104 136509.375000 105 80706.867188 106 80931.320312 107 81732.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Cota-Parte do ICMS,MLP,1.021059274673462,"96 1.764959e+06 97 1.671136e+06 98 1.713726e+06 99 1.745156e+06 100 1.784586e+06 101 1.731239e+06 102 1.744718e+06 103 1.767750e+06 104 1.777167e+06 105 1.780508e+06 106 1.776223e+06 107 1.790126e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Cota-Parte do IPVA,MLP,1.069216012954712,"89 158803.433834 90 49254.273992 91 15317.466705 92 109298.999680 93 74957.683188 94 164461.828201 95 130834.017313 96 126127.814671 97 137278.315243 98 181318.633406 99 183260.076753 100 117398.471592 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,IPTU,Prophet,0.9885311126708984,"93 70883.210938 94 70883.210938 95 74582.773438 96 11268.541016 97 9946.070312 98 23303.779297 99 26121.660156 100 33223.363281 101 99484.468750 102 73921.804688 103 67769.929688 104 13207.084961 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,ISS,SARIMAX,1.3525526523590088,"96 158853.234375 97 165759.609375 98 166116.796875 99 150822.203125 100 158250.828125 101 157125.468750 102 158040.328125 103 159458.218750 104 157013.343750 105 158040.328125 106 156819.281250 107 157125.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,ITBI,XGBoost,1.7677679061889648,"96 19439.230469 97 13384.035156 98 14045.764648 99 60648.250000 100 19498.408203 101 64721.421875 102 13027.753906 103 20440.531250 104 23649.123047 105 12754.481445 106 18587.753906 107 59900.722656 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do ICMS,MLP,1.8126144409179688,"96 820298.292746 97 819426.309400 98 832465.607365 99 851088.027054 100 870294.111190 101 864631.038599 102 875846.231755 103 884132.554260 104 892101.100531 105 896193.675751 106 897525.974546 107 899143.907020 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do IPVA,XGBoost,1.045426368713379,"96 155262.875000 97 156000.375000 98 154266.156250 99 154280.906250 100 154280.906250 101 502968.281250 102 235240.890625 103 241589.656250 104 249663.968750 105 241699.078125 106 241699.078125 107 358722.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,IPTU,XGBoost,1.196836233139038,"93 26948.470703 94 24726.046875 95 41568.789062 96 42561.988281 97 49639.652344 98 48829.984375 99 48796.726562 100 44605.179688 101 63658.585938 102 54967.437500 103 58912.554688 104 69686.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,ISS,SARIMAX,0.882948637008667,"96 51233.917969 97 43485.929688 98 52479.886719 99 48999.824219 100 48974.472656 101 52537.132812 102 52537.132812 103 52425.472656 104 52468.437500 105 52409.863281 106 52409.863281 107 41662.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,ITBI,MLP,1.0534441471099854,"96 65496.732361 97 86839.490052 98 108292.465308 99 129227.208264 100 162795.288088 101 141849.838778 102 175457.554738 103 187401.761831 104 204613.172343 105 218841.047721 106 226030.363664 107 278404.716945 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do ICMS,MLP,2.19907283782959,"96 549078.221037 97 538412.503664 98 545280.772922 99 559294.839152 100 568232.699092 101 556777.852355 102 565055.503931 103 571078.649646 104 577696.621229 105 580394.188884 106 582592.678938 107 583350.880765 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do IPVA,MLP,3.68489408493042,"96 -32210.369343 97 17174.861533 98 7257.787660 99 -28021.568712 100 -18095.700179 101 141466.531977 102 -21573.146055 103 9758.020223 104 5989.744443 105 -13491.183429 106 -2481.743410 107 6251.008752 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,IPTU,AR,2.065424919128418,"96 228768.359375 97 260580.218750 98 259493.156250 99 246419.218750 100 231784.578125 101 246389.531250 102 239156.234375 103 247129.750000 104 248307.250000 105 248307.250000 106 230344.671875 107 246514.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,ISS,SARIMAX,0.7608847618103027,"96 184820.671875 97 183333.546875 98 175603.375000 99 174256.781250 100 185010.656250 101 178756.343750 102 178756.343750 103 174813.484375 104 176157.218750 105 176157.218750 106 176713.906250 107 176713.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,ITBI,MLP,1.1219170093536377,"96 90703.008132 97 87204.212644 98 103767.037277 99 95576.148152 100 95086.404565 101 95003.899187 102 96421.127222 103 99065.305661 104 96050.084831 105 96274.647007 106 96797.092343 107 97291.485227 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Cota-Parte do ICMS,MLP,1.3811118602752686,"96 9.857744e+05 97 9.630365e+05 98 9.768337e+05 99 1.000342e+06 100 1.017972e+06 101 1.015989e+06 102 1.025176e+06 103 1.041221e+06 104 1.055493e+06 105 1.063322e+06 106 1.070098e+06 107 1.075883e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Cota-Parte do IPVA,SARIMAX,1.3718159198760986,"92 70503.882812 93 41025.054688 94 42265.351562 95 24529.693359 96 21005.884766 97 258810.515625 98 91882.781250 99 88666.390625 100 88479.375000 101 87914.234375 102 103828.859375 103 359128.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,IPTU,XGBoost,1.4001004695892334,"79 13045.129883 80 13045.129883 81 12969.088867 82 13009.659180 83 12991.976562 84 10463.887695 85 10463.887695 86 12982.238281 87 10507.328125 88 10482.547852 89 10463.887695 90 12999.920898 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,ISS,MLP,0.8823635578155518,"80 30578.176577 81 46528.784398 82 55418.264599 83 -33107.807124 84 -38435.724203 85 41262.844862 86 64618.514408 87 60458.326185 88 52711.084075 89 147762.773662 90 229247.273691 91 213777.877691 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,ITBI,MLP,0.8540482521057129,"80 49398.402957 81 55164.222314 82 57245.744018 83 60622.316516 84 63258.879668 85 49713.778490 86 58841.464622 87 58277.936457 88 58397.239476 89 57592.716803 90 55504.634781 91 54551.613843 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,Cota-Parte do ICMS,MLP,0.8313620090484619,"80 603397.013611 81 590760.498341 82 592431.618727 83 609659.330173 84 607847.422984 85 632785.659211 86 637292.986437 87 642814.758176 88 655972.651341 89 665234.732209 90 676415.982985 91 678180.529643 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,Cota-Parte do IPVA,MLP,0.8930599689483643,"80 27244.469162 81 52748.760145 82 47041.221448 83 22167.938202 84 43068.384025 85 133300.359554 86 78116.600666 87 97664.947184 88 101877.268448 89 99839.985731 90 117349.651257 91 80249.983624 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,IPTU,SARIMAX,0.9077847003936768,"58 4312.354004 59 4414.383789 60 22763.556641 61 20776.527344 62 22376.058594 63 4113.972168 64 22384.105469 65 4178.151855 66 21134.066406 67 2890.852295 68 2890.852295 69 4178.151855 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,ISS,XGBoost,1.67228102684021,"96 21208.562500 97 21173.841797 98 21259.552734 99 21837.656250 100 21837.656250 101 21837.656250 102 21837.656250 103 21837.656250 104 21837.656250 105 21837.656250 106 21837.656250 107 21837.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,ITBI,XGBoost,1.5410113334655762,"90 57885.433594 91 54866.316406 92 54844.921875 93 55035.476562 94 55030.445312 95 55056.832031 96 55031.843750 97 55056.832031 98 55014.371094 99 55011.914062 100 55014.371094 101 55056.832031 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do ICMS,MLP,1.8868520259857178,"96 282396.452500 97 279702.316768 98 283988.972752 99 289526.476470 100 296414.322695 101 289202.819194 102 293825.997791 103 296778.739354 104 298952.319226 105 300099.464169 106 300041.600304 107 302342.509714 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do IPVA,MLP,2.2219417095184326,"94 -3175.998381 95 9374.774900 96 4239.726601 97 -5468.214529 98 4850.283717 99 45059.584510 100 5536.323984 101 13004.577651 102 13680.109947 103 11768.053099 104 21559.306552 105 8407.868081 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,IPTU,SARIMAX,2.225260019302368,"95 32638.357422 96 3504.719482 97 17175.990234 98 4306.512695 99 3257.789551 100 3937.867920 101 16780.316406 102 3328.897461 103 16780.316406 104 2351.362793 105 2627.561523 106 2351.362793 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,ISS,XGBoost,2.0122947692871094,"96 46106.101562 97 44744.585938 98 48884.507812 99 48861.035156 100 44933.714844 101 45376.531250 102 48273.265625 103 56463.917969 104 45785.140625 105 48954.519531 106 44781.687500 107 45040.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,ITBI,MLP,2.0508294105529785,"94 2039.415777 95 4726.885158 96 7170.835168 97 5919.896802 98 6825.744333 99 8456.496097 100 9781.355642 101 11206.878345 102 11689.709400 103 12885.909268 104 13978.188674 105 14554.050632 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,Cota-Parte do ICMS,MLP,1.1484098434448242,"96 1.288695e+06 97 1.281788e+06 98 1.295302e+06 99 1.323116e+06 100 1.341402e+06 101 1.331757e+06 102 1.348184e+06 103 1.358553e+06 104 1.372563e+06 105 1.379805e+06 106 1.385606e+06 107 1.384111e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,Cota-Parte do IPVA,AR,0.9819595813751221,"96 83374.234375 97 79113.546875 98 79104.937500 99 80223.445312 100 79104.937500 101 274531.281250 102 120851.859375 103 120118.070312 104 126502.882812 105 126502.882812 106 131773.515625 107 274531.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,IPTU,AR,0.9880285263061523,"77 1569.802124 78 1385.384033 79 2252.720703 80 5744.526367 81 1492.054810 82 1825.313477 83 797.287598 84 1400.765015 85 1737.873169 86 1359.750366 87 1521.403442 88 1680.562622 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,ISS,HWES,1.4925084114074707,"96 12241.727539 97 12553.708984 98 13234.577148 99 12313.599609 100 10905.879883 101 9532.723633 102 18827.857422 103 12389.778320 104 12285.222656 105 8150.235840 106 7717.734375 107 7512.338867 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,ITBI,XGBoost,1.5919036865234375,"91 21092.314453 92 13110.483398 93 12883.832031 94 13088.547852 95 21382.826172 96 20860.763672 97 11860.266602 98 14101.854492 99 12672.386719 100 12672.386719 101 12185.739258 102 11885.192383 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do ICMS,MLP,1.0520939826965332,"96 304064.067832 97 298101.459872 98 302045.211159 99 309171.790109 100 314356.792359 101 307849.090219 102 312156.092882 103 315318.277115 104 318649.557844 105 320084.739991 106 321019.460997 107 321630.898732 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do IPVA,MLP,0.8922080993652344,"96 10629.383322 97 38283.832240 98 35578.889335 99 24154.287062 100 62822.714128 101 157452.949981 102 95441.988310 103 142380.306109 104 184228.227390 105 232824.827073 106 329095.278045 107 394251.870983 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,IPTU,Prophet,2.2173383235931396,"90 563067.43750 91 527185.37500 92 275564.75000 93 275651.40625 94 274319.87500 95 275462.09375 96 524587.18750 97 524587.18750 98 275728.25000 99 275728.25000 100 275445.37500 101 275728.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,ISS,MLP,1.6593027114868164,"96 90435.250977 97 100465.689503 98 93491.828880 99 87477.854736 100 90903.834910 101 87229.868100 102 92302.109262 103 83164.920311 104 88996.606662 105 94869.041472 106 92120.682445 107 96369.405987 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,ITBI,MLP,1.7411537170410156,"96 81991.112761 97 76423.845993 98 95641.222678 99 86172.442434 100 80495.016144 101 52253.191456 102 56925.746623 103 53261.269638 104 37413.297553 105 28832.027915 106 20958.788228 107 26563.943443 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do ICMS,MLP,1.0006263256072998,"96 1.016227e+06 97 1.010391e+06 98 1.030052e+06 99 1.054845e+06 100 1.082395e+06 101 1.067817e+06 102 1.082839e+06 103 1.094235e+06 104 1.102823e+06 105 1.106586e+06 106 1.106068e+06 107 1.109905e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do IPVA,XGBoost,1.1756703853607178,"96 51596.675781 97 42131.613281 98 33938.945312 99 33411.742188 100 32382.750000 101 437081.812500 102 48104.750000 103 37967.921875 104 70116.898438 105 69949.851562 106 70465.148438 107 446197.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,IPTU,SARIMAX,1.029597520828247,"93 7678.603516 94 13863.518555 95 14321.800781 96 14461.129883 97 30233.783203 98 21750.578125 99 20223.167969 100 21542.060547 101 22057.263672 102 21216.683594 103 33049.628906 104 32898.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,ISS,SES,2.819667339324951,"96 16872.707031 97 14655.702148 98 16798.820312 99 13430.519531 100 13295.476562 101 15079.699219 102 17455.318359 103 15053.626953 104 16908.935547 105 16872.707031 106 16710.041016 107 16710.041016 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,ITBI,XGBoost,1.4397222995758057,"94 17040.013672 95 18289.642578 96 18355.941406 97 17192.736328 98 15524.426758 99 15550.724609 100 17140.263672 101 19324.681641 102 19324.681641 103 16045.271484 104 20085.664062 105 19875.300781 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do ICMS,MLP,1.2047944068908691,"96 624364.978113 97 619373.126302 98 627794.651627 99 638327.702743 100 653131.435779 101 637663.797266 102 646966.051083 103 652911.941415 104 657272.797673 105 659933.101410 106 660013.860148 107 665498.253656 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do IPVA,SARIMAX,1.4912431240081787,"96 37843.644531 97 24455.333984 98 24480.779297 99 20617.882812 100 11615.719727 101 88320.382812 102 39141.000000 103 39992.265625 104 40551.359375 105 36698.734375 106 25292.996094 107 105498.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,IPTU,HWES,2.8710248470306396,"86 82487.867188 87 73010.367188 88 28294.742188 89 31124.273438 90 28781.582031 91 26784.085938 92 78010.062500 93 77041.250000 94 32905.847656 95 67894.679688 96 196280.484375 97 198671.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,ISS,MLP,2.450192451477051,"96 135030.814157 97 138514.821245 98 139295.350624 99 143779.535998 100 148232.598927 101 144448.800854 102 161145.345809 103 152432.971210 104 152901.436915 105 152731.454061 106 159976.805517 107 165859.621995 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,ITBI,XGBoost,1.1875708103179932,"96 13945.663086 97 11628.032227 98 14059.070312 99 14908.418945 100 14037.049805 101 12661.791016 102 10398.193359 103 13323.678711 104 10553.333008 105 9727.649414 106 8470.179688 107 7499.018066 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do ICMS,MLP,0.8422465324401855,"96 413111.001048 97 409696.725645 98 416240.491237 99 424830.938288 100 435946.702629 101 427218.310730 102 433799.981785 103 438659.688192 104 442519.951892 105 444817.907704 106 445137.030247 107 448513.834723 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do IPVA,MLP,1.0213217735290527,"96 -12451.362825 97 11876.941111 98 -3753.167723 99 -19216.160899 100 459.644169 101 77077.255254 102 -3647.647114 103 12223.868910 104 7429.092001 105 2116.363099 106 13539.783956 107 18229.143981 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,IPTU,SARIMAX,1.588383674621582,"96 181251.750000 97 181603.500000 98 15083.626953 99 10520.284180 100 9037.058594 101 10621.557617 102 183295.828125 103 183295.828125 104 12451.364258 105 11212.774414 106 16611.765625 107 11212.774414 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,ISS,MLP,1.4421100616455078,"96 36985.683826 97 35825.406153 98 38843.132445 99 39106.883034 100 24389.264886 101 34303.597554 102 29891.564257 103 31100.045947 104 27691.448521 105 25751.150700 106 38513.816552 107 29366.756727 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,ITBI,SARIMAX,1.0102462768554688,"96 29279.255859 97 25479.568359 98 27185.027344 99 27427.552734 100 26409.857422 101 24996.382812 102 28638.041016 103 19684.595703 104 26243.509766 105 26503.443359 106 26503.443359 107 26503.443359 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,Cota-Parte do ICMS,MLP,0.9531314373016357,"96 522864.796613 97 512760.272209 98 517326.362042 99 531570.350564 100 536473.042188 101 536391.437768 102 541733.937992 103 546678.475812 104 554873.728267 105 559255.360163 106 564233.871226 107 561233.297464 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,Cota-Parte do IPVA,AR,1.0649914741516113,"96 89289.593750 97 89304.132812 98 89304.132812 99 89289.593750 100 95125.593750 101 199151.750000 102 199151.750000 103 199151.750000 104 199072.296875 105 199072.296875 106 186125.593750 107 199151.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,IPTU,HWES,1.2314064502716064,"96 17942.080078 97 19073.179688 98 17502.201172 99 20009.607422 100 15975.117188 101 16069.840820 102 15975.117188 103 24526.587891 104 24336.562500 105 16544.656250 106 20866.558594 107 21136.349609 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,ISS,XGBoost,1.5039873123168945,"96 22699.712891 97 22989.164062 98 23188.453125 99 22952.009766 100 22828.697266 101 32670.261719 102 22582.955078 103 22819.126953 104 23195.300781 105 22787.916016 106 22787.916016 107 32558.113281 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,ITBI,HWES,1.9365208148956299,"92 7764.048340 93 12472.116211 94 8430.598633 95 7627.695312 96 11696.180664 97 8392.237305 98 6235.563477 99 9880.641602 100 8096.931641 101 7781.016113 102 8999.290039 103 9442.663086 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,Cota-Parte do ICMS,MLP,0.9001650810241699,"96 481442.924891 97 472605.099003 98 477034.013928 99 489195.060669 100 494162.366536 101 491198.484639 102 496347.297720 103 500534.072218 104 506964.976361 105 510142.549722 106 513655.983956 107 511515.890228 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,Cota-Parte do IPVA,XGBoost,1.762333869934082,"96 22834.208984 97 21816.162109 98 6770.007324 99 12810.137695 100 -10729.407227 101 112882.132812 102 21814.494141 103 21814.494141 104 5845.449707 105 18509.126953 106 5419.014648 107 80767.179688 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,IPTU,SARIMAX,1.9920930862426758,"89 19014.091797 90 18037.570312 91 128530.109375 92 104228.992188 93 51326.093750 94 51252.875000 95 19883.013672 96 19809.794922 97 128486.679688 98 128486.679688 99 51367.687500 100 51367.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,ISS,MLP,1.012754201889038,"96 108224.641154 97 100247.100643 98 29694.911810 99 76504.174745 100 65927.574319 101 60759.081798 102 22357.965754 103 2314.033081 104 44367.032219 105 5664.181103 106 -4881.266071 107 -20195.998377 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,ITBI,SARIMAX,0.9306237697601318,"94 31945.259766 95 11021.987305 96 21021.167969 97 20162.648438 98 19722.771484 99 28490.205078 100 15848.937500 101 10127.036133 102 26126.873047 103 27540.689453 104 25891.142578 105 25474.505859 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do ICMS,XGBoost,0.8790528774261475,"96 633924.3125 97 657909.6250 98 647465.3750 99 645507.9375 100 648980.1875 101 624028.0000 102 621112.1875 103 622891.5000 104 626411.4375 105 624632.1875 106 626411.4375 107 621632.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do IPVA,SARIMAX,1.0114860534667969,"95 87256.851562 96 82684.007812 97 82684.007812 98 82583.171875 99 78383.265625 100 318636.593750 101 112988.304688 102 161224.734375 103 161224.734375 104 161224.734375 105 161224.734375 106 301506.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,IPTU,Prophet,1.322817087173462,"84 23787.345703 85 4519.706055 86 3494.852295 87 3498.915771 88 3513.520508 89 5359.917969 90 18751.083984 91 5493.475098 92 5292.018066 93 20015.769531 94 3417.464844 95 6017.120117 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,ISS,MLP,2.0409181118011475,"96 33432.730672 97 38091.897961 98 36803.048145 99 38667.413102 100 38438.885090 101 37421.135145 102 40162.046406 103 38739.263897 104 40695.764674 105 40474.751913 106 41196.352101 107 42608.113479 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,ITBI,XGBoost,2.3120853900909424,"96 23472.869141 97 14423.264648 98 9081.743164 99 12356.185547 100 11951.873047 101 3411.084473 102 6194.874023 103 4152.730469 104 4690.722656 105 5588.423828 106 5206.575195 107 4798.692383 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do ICMS,MLP,1.6739587783813477,"96 599359.881238 97 592585.424307 98 600097.002405 99 613017.207837 100 625705.000837 101 609291.940118 102 619699.379693 103 625920.540751 104 631966.526351 105 634723.415293 106 635327.336865 107 639149.531041 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do IPVA,MLP,1.0682439804077148,"95 -7691.793222 96 24715.160959 97 16990.973331 98 16788.870690 99 21031.952536 100 142435.534788 101 29261.259892 102 58517.196218 103 65737.637336 104 76214.696953 105 91008.952640 106 92806.194304 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,IPTU,MLP,0.8063592910766602,"45 29975.960361 46 12517.583611 47 50826.855536 48 42650.995822 49 33597.189500 50 36093.982605 51 38468.502500 52 40005.914984 53 34218.517178 54 8892.264424 55 25795.752951 56 32308.488183 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,ISS,XGBoost,1.0415141582489014,"96 8328.826172 97 10512.125000 98 10146.984375 99 10211.529297 100 10217.537109 101 10147.348633 102 9931.801758 103 11658.794922 104 11484.718750 105 11600.502930 106 11708.222656 107 11658.794922 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,ITBI,MLP,0.9521093368530273,"88 14651.971942 89 12697.654195 90 12471.277101 91 15582.877530 92 8984.954016 93 13050.277437 94 11324.490416 95 12691.862533 96 12449.064234 97 10338.556395 98 13911.823231 99 11762.782578 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,Cota-Parte do ICMS,MLP,0.9391288757324219,"96 332702.830965 97 330449.011014 98 336853.467970 99 344741.351467 100 354296.887440 101 346647.617779 102 352876.477610 103 357174.632515 104 360200.183276 105 361705.688048 106 361486.052998 107 364290.390444 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,Cota-Parte do IPVA,MLP,0.9527842998504639,"90 37125.843922 91 -1582.292628 92 -45.547303 93 24527.870317 94 28251.489771 95 53017.092745 96 30585.991591 97 24235.252168 98 34184.107014 99 52965.239040 100 59574.783265 101 46590.876536 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,IPTU,SARIMAX,0.9186091423034668,"95 92640.812500 96 28413.074219 97 149915.906250 98 42161.605469 99 25740.621094 100 44653.765625 101 151632.218750 102 48404.023438 103 42756.148438 104 34999.855469 105 48296.109375 106 41564.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,ISS,XGBoost,1.0076215267181396,"96 28455.009766 97 35376.500000 98 35664.011719 99 41624.332031 100 38322.503906 101 41481.546875 102 39816.550781 103 39795.351562 104 32763.064453 105 32763.064453 106 32763.064453 107 32763.064453 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,ITBI,MLP,1.1893854141235352,"90 27874.304105 91 30199.996042 92 27986.872810 93 26827.416459 94 29034.261128 95 29706.490092 96 30121.794533 97 29674.476567 98 30423.663662 99 30913.338644 100 30977.049345 101 31349.229196 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do ICMS,MLP,1.0588858127593994,"96 271016.603841 97 267514.646692 98 273054.163504 99 281581.404966 100 286181.878590 101 281922.415842 102 286702.102854 103 290050.410029 104 293553.847199 105 294881.298023 106 295648.775269 107 295702.164102 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do IPVA,SARIMAX,1.581176996231079,"96 15813.578125 97 15311.218750 98 9496.549805 99 13209.620117 100 3023.707764 101 159384.906250 102 16390.933594 103 16390.933594 104 23608.007812 105 25669.613281 106 19418.062500 107 159407.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,IPTU,XGBoost,1.5094945430755615,"94 52275.683594 95 38480.839844 96 40551.097656 97 82362.250000 98 40790.578125 99 40790.578125 100 55395.535156 101 86689.640625 102 87804.632812 103 84704.601562 104 86446.554688 105 86446.554688 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,ISS,XGBoost,1.298685073852539,"96 50581.382812 97 47372.136719 98 49751.164062 99 50476.628906 100 49855.914062 101 49751.164062 102 49751.164062 103 49853.351562 104 49838.203125 105 49751.164062 106 49838.203125 107 49838.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,ITBI,XGBoost,1.29388427734375,"91 28592.861328 92 13062.193359 93 13564.343750 94 13020.595703 95 21341.220703 96 13020.595703 97 13705.218750 98 31833.691406 99 30241.447266 100 30494.183594 101 14480.322266 102 28594.685547 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do ICMS,MLP,1.035560131072998,"96 407417.312864 97 393926.255705 98 392890.130310 99 408705.096767 100 407840.599468 101 415520.637667 102 416438.189315 103 419645.510663 104 429468.936279 105 437078.374908 106 441434.073603 107 435961.195943 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do IPVA,AR,1.750425100326538,"96 46112.832031 97 40601.089844 98 48625.097656 99 50197.671875 100 45468.039062 101 225608.125000 102 59132.449219 103 70332.945312 104 59132.449219 105 59132.449219 106 81299.593750 107 159706.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,IPTU,SARIMAX,1.4660775661468506,"64 1006.405884 65 765.240540 66 701.282043 67 701.282043 68 30852.607422 69 3375.454590 70 7133.785645 71 12007.981445 72 27464.199219 73 21351.929688 74 2357.131592 75 2171.646729 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,ISS,SARIMAX,2.904837131500244,"96 32673.900391 97 32646.007812 98 32516.910156 99 32683.324219 100 32708.609375 101 32683.324219 102 32683.324219 103 32502.607422 104 32683.324219 105 32650.677734 106 32685.386719 107 32502.607422 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,ITBI,MLP,2.704835891723633,"81 5509.138771 82 1510.044204 83 4083.097729 84 5772.758138 85 2478.766039 86 5431.668685 87 4388.714236 88 5149.757662 89 6454.611209 90 6115.357985 91 7041.546694 92 6925.578904 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do ICMS,MLP,0.9636125564575195,"96 355252.417255 97 347447.355823 98 350245.423417 99 360031.275604 100 363320.995522 101 361890.760785 102 365453.612505 103 368843.806138 104 374559.685866 105 377476.664990 106 380873.538390 107 378933.165804 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do IPVA,MLP,1.1259551048278809,"95 8993.378582 96 29728.391441 97 32106.256615 98 39788.891555 99 51417.890175 100 156232.937390 101 64367.749850 102 86242.015232 103 101019.202638 104 117279.511521 105 140759.364899 106 163587.458589 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,IPTU,HWES,1.0464050769805908,"86 30486.183594 87 25448.335938 88 16075.827148 89 27807.191406 90 14493.239258 91 7082.639160 92 6131.791504 93 11153.990234 94 10848.024414 95 7094.632324 96 9184.173828 97 8395.289062 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,ISS,SARIMAX,1.7741787433624268,"96 34749.113281 97 38231.082031 98 38375.480469 99 38267.957031 100 38321.121094 101 38414.609375 102 38414.609375 103 38414.609375 104 38414.609375 105 38397.562500 106 38414.609375 107 38397.562500 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,ITBI,SARIMAX,2.767148971557617,"89 8635.519531 90 8532.402344 91 12841.341797 92 7613.643555 93 3615.952148 94 7825.911133 95 8192.235352 96 7858.368652 97 8631.902344 98 8351.920898 99 9496.177734 100 4756.887695 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,Cota-Parte do ICMS,MLP,1.7043898105621338,"96 452126.273785 97 448527.980605 98 452312.850788 99 464686.280175 100 472103.325053 101 462549.867328 102 471224.443996 103 476785.484717 104 482141.620099 105 484700.086049 106 487091.065267 107 488046.355845 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,Cota-Parte do IPVA,MLP,1.2069590091705322,"88 -52442.645224 89 63487.017774 90 71922.975563 91 89906.983168 92 137541.283434 93 159140.765139 94 143043.737074 95 200618.536382 96 258680.049086 97 327511.870769 98 408769.250447 99 420194.577803 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,IPTU,SARIMAX,1.2343358993530273,"96 138947.468750 97 139368.906250 98 139368.906250 99 139368.906250 100 353453.218750 101 855470.937500 102 102876.148438 103 102876.148438 104 102876.148438 105 102876.148438 106 376369.718750 107 855470.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,ISS,MLP,1.976135492324829,"96 394728.321825 97 403635.419423 98 401286.166567 99 408493.699655 100 424573.004070 101 411183.643570 102 405217.696417 103 404896.869753 104 408448.842052 105 420465.070838 106 421911.961084 107 409138.201027 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,ITBI,XGBoost,1.8465218544006348,"96 41345.855469 97 39237.777344 98 33918.066406 99 39255.792969 100 32922.691406 101 25080.548828 102 60849.777344 103 30706.685547 104 27365.369141 105 46425.011719 106 30181.333984 107 35657.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Cota-Parte do ICMS,MLP,1.0423753261566162,"96 9.921595e+05 97 9.887256e+05 98 1.002167e+06 99 1.027141e+06 100 1.045415e+06 101 1.038609e+06 102 1.053122e+06 103 1.062942e+06 104 1.075132e+06 105 1.081479e+06 106 1.086147e+06 107 1.085494e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Cota-Parte do IPVA,SARIMAX,0.9956297874450684,"95 663066.3750 96 780689.8750 97 747863.2500 98 747863.2500 99 747863.2500 100 703507.4375 101 703507.4375 102 703507.4375 103 703507.4375 104 703507.4375 105 703507.4375 106 703507.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,IPTU,XGBoost,1.3889827728271484,"87 75450.093750 88 38004.062500 89 281536.031250 90 21684.300781 91 18311.082031 92 16018.306641 93 284059.218750 94 255594.500000 95 284059.218750 96 25230.734375 97 25230.734375 98 25414.048828 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,ISS,SARIMAX,1.5949459075927734,"96 64057.605469 97 69843.953125 98 63390.742188 99 59595.757812 100 64840.191406 101 60783.496094 102 58672.273438 103 58525.835938 104 58525.835938 105 58663.101562 106 58525.835938 107 58562.003906 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,ITBI,MLP,0.9379804134368896,"96 27906.006591 97 19837.187104 98 24111.774104 99 27365.658571 100 27329.412788 101 28516.425228 102 26665.707960 103 30891.570190 104 30375.986183 105 29124.797407 106 29292.918046 107 29159.009466 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Cota-Parte do ICMS,MLP,1.0112664699554443,"96 1.140074e+06 97 1.117205e+06 98 1.131189e+06 99 1.160353e+06 100 1.172486e+06 101 1.151991e+06 102 1.170048e+06 103 1.181473e+06 104 1.194905e+06 105 1.200074e+06 106 1.206885e+06 107 1.205552e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Cota-Parte do IPVA,MLP,1.465527057647705,"96 15061.403868 97 74163.061790 98 78025.310555 99 81680.499955 100 118301.988936 101 415991.454588 102 141778.852794 103 205084.385485 104 238150.486301 105 274854.958351 106 337310.397094 107 409791.564037 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,IPTU,XGBoost,1.9469540119171143,"96 5118346.0 97 5139870.0 98 5110941.5 99 6021316.0 100 6021316.0 101 17962778.0 102 5109219.0 103 5109219.0 104 5128816.5 105 5081692.5 106 5085105.0 107 17972378.0 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,ISS,MLP,3.0764825344085693,"96 8.789775e+06 97 8.628918e+06 98 8.788550e+06 99 8.969065e+06 100 9.086277e+06 101 9.252956e+06 102 9.354109e+06 103 9.483140e+06 104 9.637407e+06 105 9.786432e+06 106 9.900535e+06 107 1.009096e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,ITBI,MLP,1.196223497390747,"96 2.682164e+06 97 2.602578e+06 98 2.617876e+06 99 2.732664e+06 100 2.687912e+06 101 2.706055e+06 102 2.736061e+06 103 2.771398e+06 104 2.774895e+06 105 2.748317e+06 106 2.788695e+06 107 2.774275e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do ICMS,MLP,1.130363941192627,"96 1.244074e+07 97 1.216970e+07 98 1.220220e+07 99 1.253460e+07 100 1.248792e+07 101 1.291065e+07 102 1.296699e+07 103 1.304107e+07 104 1.325562e+07 105 1.338344e+07 106 1.353873e+07 107 1.346583e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do IPVA,XGBoost,1.6083614826202393,"96 4841308.00 97 4750252.50 98 4592351.00 99 4212826.50 100 3959818.25 101 12105390.00 102 9003393.00 103 9212420.00 104 5676642.50 105 5925083.50 106 5925083.50 107 10460220.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,IPTU,AR,1.5352156162261963,"96 66675.539062 97 74413.937500 98 66760.320312 99 59634.191406 100 62394.992188 101 145306.859375 102 67518.570312 103 67518.570312 104 67411.500000 105 67017.882812 106 67518.570312 107 139641.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,ISS,MLP,1.0813307762145996,"96 138551.524334 97 151661.006737 98 148073.090142 99 142845.828767 100 151457.738890 101 145422.811464 102 148654.794377 103 139105.886613 104 145156.488167 105 150761.406150 106 142500.073432 107 150880.971608 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,ITBI,XGBoost,0.9588446617126465,"96 38808.082031 97 37875.933594 98 31071.537109 99 31700.931641 100 30535.037109 101 31516.943359 102 25874.416016 103 24507.886719 104 25077.869141 105 25077.869141 106 24112.269531 107 31759.267578 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do ICMS,MLP,1.1433756351470947,"96 728370.051812 97 717357.477227 98 728621.878678 99 750478.780364 100 763859.745123 101 732546.691082 102 749520.417005 103 755669.401122 104 762799.915578 105 763867.725502 106 763889.873395 107 759635.799826 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do IPVA,SARIMAX,2.5656661987304688,"96 76687.148438 97 69856.562500 98 62420.332031 99 59636.378906 100 56432.546875 101 336000.625000 102 79298.304688 103 79646.343750 104 102300.664062 105 94349.734375 106 97175.484375 107 350207.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,IPTU,SARIMAX,1.17982816696167,"78 143247.000000 79 70572.250000 80 64333.277344 81 17568.369141 82 18993.025391 83 13199.367188 84 101084.039062 85 61537.683594 86 60170.187500 87 13273.744141 88 13187.287109 89 13273.744141 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,ISS,SES,1.176621437072754,"92 19545.859375 93 21546.265625 94 19411.611328 95 25777.070312 96 22938.863281 97 23039.080078 98 22730.726562 99 20913.736328 100 19562.488281 101 16809.365234 102 20677.988281 103 20696.787109 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,ITBI,XGBoost,1.1718173027038574,"91 21318.902344 92 16918.312500 93 17998.753906 94 17783.994141 95 17924.824219 96 20550.474609 97 19687.486328 98 22174.449219 99 19465.710938 100 19828.355469 101 9609.786133 102 22666.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,Cota-Parte do ICMS,MLP,1.1483063697814941,"92 781608.643744 93 780420.911051 94 799577.915585 95 817169.136527 96 849587.191592 97 823374.145300 98 841338.431579 99 853693.903028 100 859276.489838 101 863006.918968 102 858761.557173 103 873109.355190 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,Cota-Parte do IPVA,HWES,1.085191011428833,"91 103129.296875 92 108581.976562 93 108581.976562 94 104064.414062 95 104064.414062 96 307709.531250 97 235293.718750 98 235293.718750 99 235293.718750 100 235774.796875 101 235774.796875 102 236977.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,IPTU,SARIMAX,1.0084073543548584,"82 72143.585938 83 31527.726562 84 52473.695312 85 35668.132812 86 35514.332031 87 35733.187500 88 36107.519531 89 35654.652344 90 36634.171875 91 35959.703125 92 35756.960938 93 36049.332031 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,ISS,MLP,1.8934190273284912,"96 64137.026130 97 64466.648501 98 65199.333027 99 61533.579318 100 64279.227580 101 60869.942117 102 61208.487945 103 60838.692212 104 59381.483531 105 62525.587877 106 60020.000794 107 62107.108882 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,ITBI,XGBoost,1.1718308925628662,"95 19175.216797 96 19898.041016 97 19310.480469 98 20325.871094 99 22449.964844 100 20940.089844 101 25707.917969 102 27155.320312 103 21996.687500 104 20819.445312 105 22337.365234 106 21996.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do ICMS,MLP,0.9685707092285156,"96 854856.785444 97 840490.419831 98 856526.308455 99 879148.519731 100 901397.083360 101 874170.315083 102 893279.473169 103 906370.834115 104 915881.546597 105 919620.140604 106 919546.094878 107 928339.709639 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do IPVA,MLP,1.3119444847106934,"96 51881.770239 97 118827.319284 98 136044.261714 99 156026.865381 100 225473.478000 101 582167.013508 102 316243.275777 103 424940.051234 104 507717.239426 105 611488.143673 106 762310.879186 107 917008.336574 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,IPTU,HWES,1.0123345851898193,"95 242414.609375 96 294144.656250 97 229740.546875 98 146005.828125 99 144133.046875 100 149496.421875 101 148531.984375 102 270079.750000 103 189236.171875 104 167107.312500 105 190729.515625 106 231756.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,ISS,MLP,1.297189474105835,"96 427461.829138 97 437583.411749 98 437975.221610 99 437056.578339 100 454688.182678 101 406989.536113 102 446065.081144 103 444511.493963 104 441890.486091 105 441090.337421 106 442488.822122 107 445598.887164 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,ITBI,XGBoost,1.0407557487487793,"96 156283.171875 97 155203.093750 98 193026.859375 99 143164.328125 100 199195.937500 101 167285.937500 102 123250.828125 103 128371.609375 104 127224.867188 105 164440.781250 106 124084.171875 107 140833.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,Cota-Parte do ICMS,MLP,0.9749386310577393,"96 2.091653e+06 97 2.042420e+06 98 2.080527e+06 99 2.143256e+06 100 2.191661e+06 101 2.142645e+06 102 2.184710e+06 103 2.223014e+06 104 2.254541e+06 105 2.267195e+06 106 2.274576e+06 107 2.291298e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,Cota-Parte do IPVA,MLP,0.9120566844940186,"89 1.231374e+05 90 3.006498e+05 91 3.191762e+05 92 3.219264e+05 93 4.084383e+05 94 9.552204e+05 95 4.969225e+05 96 6.696927e+05 97 7.922364e+05 98 9.085744e+05 99 1.081203e+06 100 9.504653e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,IPTU,HWES,3.7555832862854004,"96 132989.437500 97 2861.416992 98 2925.339355 99 1576.474731 100 2249.492676 101 1471.965576 102 125769.937500 103 2540.990234 104 2327.315186 105 2257.353271 106 2584.154053 107 2311.139648 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,ISS,XGBoost,3.667912483215332,"96 12695.920898 97 15488.600586 98 16025.427734 99 16341.550781 100 16341.550781 101 16341.550781 102 15450.075195 103 16341.550781 104 15488.600586 105 16341.550781 106 16341.550781 107 16341.550781 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,ITBI,XGBoost,1.6013562679290771,"96 4418.312988 97 11161.058594 98 4172.428711 99 5587.487305 100 8601.918945 101 13685.782227 102 10942.280273 103 13649.684570 104 10743.406250 105 5741.383789 106 8459.035156 107 6708.864258 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,Cota-Parte do ICMS,MLP,0.9909665584564209,"96 626076.690606 97 616710.737813 98 621817.884919 99 636251.543488 100 643204.765201 101 642340.265620 102 648046.690892 103 653198.167545 104 661359.333750 105 666118.287434 106 670850.876848 107 668827.909504 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,Cota-Parte do IPVA,MLP,1.312304973602295,"95 6529.641910 96 -7827.118003 97 14848.627532 98 18451.412227 99 21728.266543 100 117573.294378 101 28082.095790 102 41009.729811 103 66209.342985 104 80749.615955 105 97638.140307 106 63612.417873 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,IPTU,AR,1.0627331733703613,"84 21956.812500 85 22596.429688 86 21334.929688 87 16029.931641 88 15710.675781 89 22314.201172 90 21880.283203 91 22148.734375 92 22360.001953 93 22526.917969 94 22526.917969 95 22504.892578 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,ISS,MLP,0.9380459785461426,"84 106073.409979 85 111271.088746 86 112069.192647 87 112414.632419 88 114976.953192 89 113894.177591 90 115460.851966 91 110892.706397 92 113357.198476 93 113098.132085 94 114234.720562 95 111208.168621 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,ITBI,XGBoost,1.058401107788086,"84 104029.726562 85 107980.382812 86 113701.843750 87 136640.109375 88 67470.148438 89 108377.453125 90 107081.078125 91 183296.828125 92 129889.031250 93 130318.671875 94 115586.000000 95 122637.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do ICMS,MLP,1.3761441707611084,"84 1.423640e+06 85 1.562481e+06 86 1.697470e+06 87 1.709650e+06 88 1.595349e+06 89 1.552709e+06 90 1.625734e+06 91 1.650242e+06 92 1.630148e+06 93 1.597409e+06 94 1.612985e+06 95 1.639783e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do IPVA,XGBoost,1.9515376091003418,"84 28499.673828 85 6932.381836 86 6187.360352 87 6946.418945 88 6139.477539 89 118853.460938 90 45302.765625 91 8951.070312 92 48703.777344 93 8353.910156 94 48703.777344 95 63180.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,IPTU,XGBoost,2.6895217895507812,"92 46591.332031 93 50783.894531 94 40425.476562 95 40724.171875 96 36065.851562 97 25560.931641 98 37195.824219 99 36578.433594 100 38736.871094 101 38736.871094 102 25870.396484 103 26016.158203 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,ISS,XGBoost,0.9369804859161377,"92 177770.765625 93 177037.765625 94 200250.046875 95 200250.046875 96 200250.046875 97 200250.046875 98 200250.046875 99 200250.046875 100 200250.046875 101 200250.046875 102 200250.046875 103 200250.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,ITBI,MLP,1.200657844543457,"92 59698.793997 93 67023.122798 94 58081.661592 95 68631.929579 96 65823.024750 97 67949.978626 98 78427.104212 99 77729.661332 100 80868.317025 101 77507.872605 102 80237.898293 103 81996.154228 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do ICMS,MLP,0.9311683177947998,"92 1.649129e+06 93 1.639245e+06 94 1.679547e+06 95 1.729054e+06 96 1.778012e+06 97 1.786786e+06 98 1.807127e+06 99 1.835440e+06 100 1.855533e+06 101 1.863441e+06 102 1.863371e+06 103 1.864463e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do IPVA,MLP,1.3157541751861572,"91 38993.745194 92 106211.697196 93 92687.313829 94 55539.018202 95 63002.654775 96 261270.572386 97 124083.252478 98 164157.709176 99 184127.178811 100 182212.238317 101 219718.605983 102 122108.326081 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,IPTU,XGBoost,1.1886098384857178,"96 780320.8750 97 748734.1875 98 612003.4375 99 622165.8750 100 538316.1250 101 739689.4375 102 738270.1875 103 738270.1875 104 715145.1250 105 690230.3125 106 690230.3125 107 704786.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,ISS,MLP,1.563272476196289,"96 2.222339e+06 97 2.308157e+06 98 2.305180e+06 99 2.356798e+06 100 2.425892e+06 101 2.414453e+06 102 2.448217e+06 103 2.473547e+06 104 2.458535e+06 105 2.518189e+06 106 2.536503e+06 107 2.513471e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,ITBI,MLP,1.154317855834961,"96 662104.902406 97 656180.986534 98 505299.833033 99 656501.565540 100 635257.975758 101 589382.579381 102 582541.113750 103 568079.735264 104 624149.545389 105 579113.104753 106 571379.189108 107 580212.796133 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Cota-Parte do ICMS,MLP,1.6933727264404297,"96 8.266877e+06 97 8.108213e+06 98 8.131671e+06 99 8.371938e+06 100 8.348094e+06 101 8.643812e+06 102 8.665790e+06 103 8.692959e+06 104 8.821417e+06 105 8.891339e+06 106 8.960509e+06 107 8.810927e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Cota-Parte do IPVA,SARIMAX,2.125373363494873,"96 1.493556e+06 97 1.435607e+06 98 9.088119e+05 99 8.014170e+05 100 7.206957e+05 101 4.631104e+06 102 1.363906e+06 103 2.265068e+06 104 2.024296e+06 105 1.936067e+06 106 1.724535e+06 107 4.556336e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,IPTU,HWES,1.2358558177947998,"96 81078.257812 97 73682.539062 98 73682.539062 99 73242.945312 100 82943.171875 101 83008.125000 102 83635.406250 103 82122.171875 104 82122.171875 105 88365.695312 106 86005.765625 107 91455.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,ISS,MLP,1.0642974376678467,"96 224891.674297 97 214742.079080 98 203282.458494 99 201093.501485 100 193689.573619 101 190172.169667 102 189751.204345 103 192850.354050 104 197629.312025 105 198188.500593 106 203466.298151 107 207444.334860 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,ITBI,MLP,1.0969324111938477,"96 126276.326707 97 117403.672592 98 131968.630442 99 128275.740833 100 129794.721079 101 134076.728562 102 129612.778930 103 120364.667987 104 134861.743011 105 127152.949078 106 127637.929887 107 123305.432444 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do ICMS,MLP,1.3109493255615234,"96 1.444932e+06 97 1.428281e+06 98 1.448584e+06 99 1.481495e+06 100 1.512240e+06 101 1.489999e+06 102 1.510874e+06 103 1.526708e+06 104 1.542315e+06 105 1.550707e+06 106 1.555052e+06 107 1.560370e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do IPVA,MLP,1.2016756534576416,"96 -1936.432168 97 88679.878586 98 62994.520602 99 14524.291727 100 51988.004698 101 437702.312275 102 57279.835202 103 132295.780793 104 136518.816625 105 127946.418245 106 178172.117144 107 227566.014932 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,IPTU,XGBoost,1.8731024265289307,"84 6040.739258 85 6641.632324 86 3061.968018 87 3345.664551 88 5647.471680 89 4158.306152 90 9457.417969 91 12520.784180 92 12427.385742 93 10707.023438 94 13500.281250 95 12427.385742 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,ISS,XGBoost,1.6439487934112549,"96 35331.707031 97 29635.611328 98 36505.859375 99 58465.843750 100 55808.640625 101 55890.363281 102 55645.886719 103 56166.406250 104 55854.984375 105 55890.363281 106 55890.363281 107 55890.363281 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,ITBI,XGBoost,2.5324409008026123,"94 8199.956055 95 9310.164062 96 5518.627930 97 9393.991211 98 6114.291504 99 5302.220215 100 10650.307617 101 3884.363281 102 7929.781738 103 8247.565430 104 9191.587891 105 7307.548828 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do ICMS,MLP,0.9928805828094482,"96 9.520612e+05 97 9.291305e+05 98 9.377354e+05 99 9.679189e+05 100 9.789503e+05 101 9.813636e+05 102 9.920549e+05 103 1.004293e+06 104 1.023895e+06 105 1.034492e+06 106 1.046032e+06 107 1.040632e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.2479979991912842,"96 139111.671875 97 147104.000000 98 188575.546875 99 188864.515625 100 189013.203125 101 414007.156250 102 371777.375000 103 367319.906250 104 395740.187500 105 395740.187500 106 395740.187500 107 414007.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,IPTU,XGBoost,1.0647215843200684,"87 144794.359375 88 145022.828125 89 125058.625000 90 117416.031250 91 116901.289062 92 92954.250000 93 107150.804688 94 113951.250000 95 114152.242188 96 115160.015625 97 155137.140625 98 116191.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,ISS,MLP,0.8793182373046875,"96 165269.484208 97 154197.417330 98 154924.392206 99 140961.334443 100 145633.013277 101 136803.813212 102 137172.775357 103 141964.374280 104 140742.528554 105 150913.332313 106 149181.386918 107 156995.614402 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,ITBI,MLP,1.1041474342346191,"96 41901.921285 97 42506.048490 98 46066.847015 99 38212.673607 100 49801.999733 101 47070.141240 102 48167.294995 103 48968.866565 104 47986.142086 105 53213.480546 106 48617.295073 107 50017.734495 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do ICMS,MLP,0.9609034061431885,"96 1.151334e+06 97 1.147911e+06 98 1.171614e+06 99 1.194790e+06 100 1.235965e+06 101 1.201098e+06 102 1.225607e+06 103 1.241808e+06 104 1.250389e+06 105 1.256020e+06 106 1.252619e+06 107 1.271270e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do IPVA,HWES,1.0306689739227295,"94 403177.18750 95 402096.62500 96 420834.59375 97 420935.40625 98 420935.40625 99 552579.93750 100 552579.93750 101 552579.93750 102 552331.43750 103 552331.43750 104 552331.43750 105 552312.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,IPTU,SARIMAX,0.9668979644775391,"92 34313.511719 93 30966.941406 94 28599.687500 95 31559.763672 96 37001.226562 97 45299.476562 98 27711.431641 99 29235.175781 100 34254.605469 101 23268.974609 102 27965.332031 103 27677.259766 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,ISS,SARIMAX,1.2856321334838867,"96 95326.031250 97 83800.484375 98 126818.796875 99 123034.406250 100 117088.398438 101 123038.304688 102 117088.398438 103 117088.398438 104 102371.101562 105 126818.796875 106 123038.304688 107 126818.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,ITBI,MLP,0.9892096519470215,"96 42925.690613 97 37415.812495 98 41549.602276 99 54299.073860 100 34936.352726 101 46331.866636 102 45066.507191 103 45486.540699 104 46615.416012 105 40972.318739 106 45162.381617 107 44315.827922 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Cota-Parte do ICMS,MLP,0.9362404346466064,"96 1.248098e+06 97 1.231048e+06 98 1.251372e+06 99 1.285029e+06 100 1.317527e+06 101 1.276601e+06 102 1.327802e+06 103 1.348015e+06 104 1.368001e+06 105 1.380348e+06 106 1.388085e+06 107 1.405462e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Cota-Parte do IPVA,MLP,1.3258416652679443,"95 1.017682e+05 96 2.207471e+05 97 2.835360e+05 98 3.219923e+05 99 4.751299e+05 100 1.113993e+06 101 7.130646e+05 102 9.662733e+05 103 1.220288e+06 104 1.507453e+06 105 1.933656e+06 106 2.276293e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,IPTU,AR,1.9213180541992188,"96 118501.773438 97 132119.906250 98 144829.937500 99 101710.046875 100 80688.937500 101 121105.226562 102 119378.882812 103 119378.882812 104 127860.476562 105 147066.250000 106 100995.390625 107 119155.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,ISS,AR,2.425523519515991,"96 668941.250 97 669192.875 98 669092.750 99 669092.750 100 669092.750 101 669192.875 102 669092.750 103 669092.750 104 669192.875 105 669192.875 106 669092.750 107 669192.875 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,ITBI,XGBoost,1.3709328174591064,"96 109395.460938 97 119963.937500 98 111845.375000 99 94279.320312 100 97088.335938 101 112779.882812 102 101995.710938 103 113967.726562 104 113491.781250 105 113705.734375 106 112979.609375 107 101437.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do ICMS,MLP,1.2355613708496094,"96 3.073128e+06 97 3.029460e+06 98 3.065128e+06 99 3.141418e+06 100 3.188698e+06 101 3.176764e+06 102 3.213126e+06 103 3.244501e+06 104 3.285176e+06 105 3.306963e+06 106 3.325637e+06 107 3.319886e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do IPVA,MLP,1.205399990081787,"94 -4.290963e+05 95 1.187030e+05 96 6.550513e+04 97 -6.445684e+02 98 1.258843e+05 99 1.267981e+06 100 -2.795779e+05 101 1.237723e+05 102 1.107022e+05 103 8.664141e+04 104 1.859513e+05 105 3.705692e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,IPTU,HWES,1.0406785011291504,"91 29328.486328 92 29248.224609 93 15770.901367 94 8382.850586 95 8547.799805 96 43442.078125 97 24640.091797 98 24974.068359 99 17303.699219 100 23413.167969 101 23664.511719 102 45643.074219 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,ISS,XGBoost,0.9702863693237305,"96 20948.667969 97 29376.490234 98 20909.681641 99 29376.490234 100 29376.490234 101 32271.640625 102 29411.144531 103 29376.490234 104 29411.144531 105 29376.490234 106 29376.490234 107 29376.490234 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,ITBI,XGBoost,0.9776730537414551,"93 16382.862305 94 13078.734375 95 23366.410156 96 16503.130859 97 17351.847656 98 22107.732422 99 21476.173828 100 17631.376953 101 19785.292969 102 14289.625977 103 16503.130859 104 16003.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Cota-Parte do ICMS,MLP,0.9728295803070068,"96 9.200821e+05 97 9.163488e+05 98 9.353962e+05 99 9.572585e+05 100 9.861869e+05 101 9.686514e+05 102 9.843462e+05 103 9.961172e+05 104 1.003921e+06 105 1.008048e+06 106 1.006913e+06 107 1.014456e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Cota-Parte do IPVA,XGBoost,1.125847578048706,"96 55529.789062 97 35479.531250 98 15431.766602 99 11091.817383 100 8556.755859 101 180313.375000 102 61765.457031 103 55845.566406 104 16367.500000 105 14882.576172 106 18269.494141 107 172420.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,IPTU,XGBoost,1.9980649948120117,"66 71131.648438 67 4224.008301 68 4203.254883 69 4090.010254 70 4102.650391 71 4211.621582 72 3642.478760 73 4224.008301 74 4224.008301 75 4203.254883 76 4203.254883 77 4224.008301 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,ISS,XGBoost,1.836125373840332,"96 37152.816406 97 23468.527344 98 23540.666016 99 25714.244141 100 32886.390625 101 32435.046875 102 32311.734375 103 23571.255859 104 23652.810547 105 33316.164062 106 23386.974609 107 23356.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,ITBI,MLP,1.2462987899780273,"95 1178.048004 96 -4474.417273 97 -73.864621 98 -6404.057765 99 -15615.142890 100 -10202.873471 101 -7778.306914 102 -5179.523716 103 -9862.052603 104 -6736.958614 105 1924.811839 106 1887.206332 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do ICMS,MLP,0.9719350337982178,"96 370575.653853 97 364724.705395 98 373235.319270 99 384073.674303 100 395400.895546 101 379522.739409 102 389842.342516 103 396446.333612 104 400068.620311 105 400875.496100 106 399174.253761 107 405062.221295 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do IPVA,XGBoost,0.9078483581542969,"96 17105.115234 97 17999.199219 98 20206.210938 99 17922.945312 100 17922.945312 101 100770.429688 102 17120.775391 103 17120.775391 104 41598.316406 105 40573.859375 106 40573.859375 107 82304.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,IPTU,HWES,1.2146575450897217,"96 19422.111328 97 7587.570312 98 11283.306641 99 10068.690430 100 10833.227539 101 9114.233398 102 11639.765625 103 11170.177734 104 10170.012695 105 8046.270020 106 14588.474609 107 8855.357422 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,ISS,XGBoost,0.929236650466919,"96 25354.419922 97 27142.791016 98 27239.382812 99 24428.388672 100 29327.371094 101 27384.554688 102 27401.476562 103 27211.058594 104 27384.554688 105 27343.294922 106 29854.361328 107 29854.361328 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,ITBI,Prophet,1.055971384048462,"96 80593.914062 97 57187.394531 98 118421.992188 99 123516.664062 100 118472.429688 101 92983.507812 102 124031.000000 103 121494.335938 104 112082.523438 105 112093.367188 106 112093.367188 107 115056.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do ICMS,MLP,0.9583029747009277,"96 1.148847e+06 97 1.150197e+06 98 1.177436e+06 99 1.203339e+06 100 1.245549e+06 101 1.220636e+06 102 1.240263e+06 103 1.254679e+06 104 1.261411e+06 105 1.264905e+06 106 1.259948e+06 107 1.272532e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do IPVA,AR,1.9025852680206299,"96 51657.878906 97 50943.867188 98 43843.078125 99 45666.242188 100 46967.531250 101 184933.203125 102 70808.882812 103 72224.492188 104 72054.468750 105 66917.320312 106 72224.492188 107 180607.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,IPTU,AR,2.5494344234466553,"96 43906.218750 97 43536.566406 98 45455.167969 99 48937.023438 100 23196.925781 101 23658.529297 102 26532.531250 103 27081.947266 104 26032.367188 105 15208.939453 106 44027.812500 107 42233.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,ISS,SARIMAX,1.3607046604156494,"96 156880.921875 97 156997.734375 98 157115.859375 99 156987.421875 100 156987.421875 101 157080.765625 102 156987.421875 103 157080.765625 104 157093.062500 105 157093.062500 106 157080.765625 107 157093.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,ITBI,SES,1.4224894046783447,"96 23978.964844 97 25565.601562 98 22279.433594 99 21710.785156 100 25051.972656 101 23737.121094 102 19971.117188 103 25550.158203 104 20552.919922 105 23520.230469 106 20907.503906 107 20518.666016 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,Cota-Parte do ICMS,MLP,1.958188772201538,"96 585814.431128 97 579032.818442 98 590160.522820 99 615925.981684 100 630557.989558 101 614017.154302 102 625445.297627 103 632617.694186 104 643686.800272 105 648026.974963 106 650618.921002 107 633908.510798 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,Cota-Parte do IPVA,XGBoost,2.3300209045410156,"93 26158.343750 94 20530.634766 95 16986.185547 96 11592.919922 97 5713.598633 98 95155.226562 99 5285.960449 100 5719.852051 101 19526.787109 102 19526.787109 103 27659.228516 104 51048.617188 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,IPTU,SARIMAX,1.0893869400024414,"96 491329.187500 97 577887.750000 98 557437.000000 99 575472.500000 100 215361.640625 101 169151.515625 102 243407.125000 103 304680.750000 104 169726.203125 105 205636.156250 106 657000.312500 107 611584.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,ISS,MLP,1.0007860660552979,"96 1.765619e+06 97 1.730554e+06 98 1.747536e+06 99 1.712871e+06 100 1.922126e+06 101 1.800847e+06 102 1.816516e+06 103 1.854339e+06 104 1.865357e+06 105 1.997880e+06 106 1.940916e+06 107 1.990209e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,ITBI,HWES,1.0889511108398438,"96 502370.31250 97 473616.25000 98 457044.00000 99 466615.50000 100 472929.18750 101 502723.78125 102 466615.50000 103 503438.87500 104 468573.87500 105 472237.71875 106 514190.50000 107 474113.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Cota-Parte do ICMS,MLP,1.169198989868164,"96 4.370769e+06 97 4.288086e+06 98 4.315488e+06 99 4.412023e+06 100 4.444498e+06 101 4.403253e+06 102 4.440260e+06 103 4.467190e+06 104 4.516550e+06 105 4.540284e+06 106 4.568516e+06 107 4.547041e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Cota-Parte do IPVA,MLP,2.407109260559082,"96 1.945145e+05 97 8.074659e+05 98 8.402305e+05 99 6.908880e+05 100 9.347055e+05 101 3.820570e+06 102 1.382563e+06 103 1.982002e+06 104 2.275213e+06 105 2.488394e+06 106 3.004313e+06 107 3.482929e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,IPTU,SARIMAX,1.8195116519927979,"94 849362.750000 95 170126.312500 96 180012.609375 97 160075.156250 98 173623.890625 99 174054.984375 100 807212.750000 101 173448.687500 102 173448.687500 103 177063.968750 104 177063.968750 105 176923.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,ISS,SARIMAX,1.0623993873596191,"96 191331.56250 97 174135.68750 98 174085.71875 99 174217.84375 100 174217.84375 101 174217.84375 102 160790.87500 103 160790.87500 104 160790.87500 105 160790.87500 106 160790.87500 107 160790.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,ITBI,MLP,2.4152519702911377,"96 161730.179186 97 113567.741876 98 117651.816934 99 120381.993141 100 133347.035797 101 138640.115285 102 139838.514435 103 152894.523511 104 166057.308428 105 172130.813099 106 174283.713264 107 175402.729867 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do ICMS,MLP,1.0013518333435059,"96 1.909329e+06 97 1.903032e+06 98 1.945613e+06 99 1.996946e+06 100 2.056707e+06 101 2.036646e+06 102 2.063591e+06 103 2.087182e+06 104 2.103799e+06 105 2.110887e+06 106 2.108144e+06 107 2.114738e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do IPVA,MLP,1.0427639484405518,"96 552.377992 97 55034.929034 98 55326.433793 99 -3077.742305 100 25023.138695 101 423238.111089 102 32670.579311 103 87518.283977 104 105813.464977 105 75610.679947 106 119190.330108 107 142814.329644 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,IPTU,SARIMAX,1.1228737831115723,"83 13179.077148 84 13356.076172 85 11877.817383 86 10217.343750 87 13341.713867 88 17882.753906 89 39467.394531 90 27967.617188 91 40988.781250 92 41347.144531 93 41228.710938 94 35722.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,ISS,XGBoost,1.9153449535369873,"84 28654.976562 85 29354.191406 86 28324.494141 87 42269.546875 88 42553.589844 89 38939.117188 90 25965.033203 91 25535.882812 92 26014.271484 93 24142.212891 94 24270.082031 95 25434.185547 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,ITBI,MLP,1.7977550029754639,"83 2362.004594 84 -5630.709474 85 -10513.014545 86 -11310.452534 87 -48616.906345 88 -30039.079524 89 -24413.513886 90 -30000.507234 91 -31325.484977 92 -34029.173301 93 -32870.698293 94 -31528.907211 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do ICMS,MLP,1.8336267471313477,"84 651485.155813 85 646352.301823 86 658558.667509 87 678235.758770 88 693177.395877 89 693726.589358 90 702024.074068 91 709961.025497 92 718437.968946 93 722526.753632 94 725204.679757 95 723449.186679 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do IPVA,MLP,1.631378412246704,"84 -9620.247961 85 18142.896862 86 12045.567000 87 -5049.173227 88 3702.505180 89 104053.198812 90 6895.576224 91 29087.750557 92 29934.178788 93 21100.336814 94 33201.924247 95 60046.703753 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,IPTU,SARIMAX,1.5501933097839355,"96 656084.68750 97 619179.31250 98 710389.75000 99 226332.59375 100 230330.21875 101 234142.06250 102 710389.75000 103 710389.75000 104 710389.75000 105 711879.50000 106 710389.75000 107 711879.50000 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,ISS,SARIMAX,1.9889309406280518,"96 456996.03125 97 457036.43750 98 456996.03125 99 456996.03125 100 452472.43750 101 452472.43750 102 452472.43750 103 452472.43750 104 452472.43750 105 452472.43750 106 452472.43750 107 452472.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,ITBI,XGBoost,1.14361572265625,"96 82908.859375 97 81275.109375 98 87333.429688 99 75396.734375 100 87460.367188 101 83731.460938 102 88073.343750 103 88073.343750 104 90327.906250 105 82350.210938 106 89149.265625 107 87232.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do ICMS,MLP,1.2236042022705078,"96 1.428986e+06 97 1.423622e+06 98 1.451771e+06 99 1.482154e+06 100 1.530543e+06 101 1.497194e+06 102 1.522893e+06 103 1.541933e+06 104 1.553709e+06 105 1.560813e+06 106 1.557804e+06 107 1.574126e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do IPVA,XGBoost,1.107985496520996,"96 2.293458e+05 97 2.299138e+05 98 2.213396e+05 99 2.216810e+05 100 2.207500e+05 101 1.025014e+06 102 2.375700e+05 103 3.782641e+05 104 3.130636e+05 105 3.130636e+05 106 3.130636e+05 107 7.241768e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,IPTU,XGBoost,1.5046703815460205,"94 31207.242188 95 30851.033203 96 7606.181641 97 8841.787109 98 10965.140625 99 8738.398438 100 18774.900391 101 34393.898438 102 73000.296875 103 77205.359375 104 22669.388672 105 74378.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,ISS,XGBoost,2.1286096572875977,"96 66400.351562 97 58244.042969 98 66824.304688 99 67611.968750 100 66812.257812 101 66862.203125 102 67044.460938 103 67611.968750 104 67440.367188 105 67611.968750 106 67611.968750 107 67611.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,ITBI,SARIMAX,3.3585290908813477,"94 27110.988281 95 14777.044922 96 17335.537109 97 17239.966797 98 13653.672852 99 22895.771484 100 28509.382812 101 22685.578125 102 22278.867188 103 28058.589844 104 27370.304688 105 20144.708984 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Cota-Parte do ICMS,SARIMAX,1.0821032524108887,"96 760526.7500 97 791826.6250 98 775426.4375 99 775185.3125 100 721824.0625 101 721279.4375 102 721279.4375 103 791826.6250 104 791585.5000 105 712845.3125 106 748390.8125 107 775426.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Cota-Parte do IPVA,MLP,1.8977434635162354,"96 58702.220671 97 128466.775797 98 148846.445050 99 173120.490924 100 230188.577499 101 650975.707302 102 304605.912972 103 402654.465660 104 475731.340284 105 562116.088316 106 677956.332712 107 817182.676241 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,IPTU,XGBoost,1.296778917312622,"96 1.293452e+06 97 7.947341e+05 98 8.580991e+05 99 8.291993e+05 100 6.375374e+05 101 6.220600e+05 102 1.145798e+06 103 6.052174e+05 104 6.493347e+05 105 6.393989e+05 106 5.680999e+05 107 6.679319e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,ISS,MLP,0.9814186096191406,"96 1.016051e+06 97 9.541661e+05 98 1.042103e+06 99 1.025103e+06 100 1.027571e+06 101 1.034772e+06 102 1.048523e+06 103 1.100309e+06 104 1.077587e+06 105 1.077111e+06 106 1.118052e+06 107 1.130214e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,ITBI,HWES,1.3140878677368164,"96 402700.18750 97 477679.93750 98 517681.53125 99 403754.00000 100 400822.46875 101 419968.50000 102 406905.84375 103 570029.31250 104 533434.12500 105 406905.84375 106 400822.46875 107 400822.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Cota-Parte do ICMS,MLP,1.0771515369415283,"96 2.306813e+06 97 2.266894e+06 98 2.290484e+06 99 2.352718e+06 100 2.376468e+06 101 2.376416e+06 102 2.400729e+06 103 2.421920e+06 104 2.454876e+06 105 2.471386e+06 106 2.489621e+06 107 2.475405e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Cota-Parte do IPVA,MLP,1.128296136856079,"96 1.726050e+05 97 3.411323e+05 98 2.311216e+05 99 -1.227402e+05 100 4.802750e+04 101 1.698254e+06 102 2.918078e+05 103 4.352458e+05 104 4.537269e+05 105 3.101869e+05 106 5.036347e+05 107 7.462766e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,IPTU,HWES,1.5386416912078857,"96 8438.261719 97 58380.261719 98 61893.609375 99 2313.617676 100 6759.973633 101 6575.068848 102 1756.940918 103 57490.089844 104 57490.089844 105 1932.459595 106 2066.291504 107 1941.197266 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,ISS,MLP,1.0281727313995361,"96 110957.569417 97 115504.463662 98 125005.105656 99 149215.750599 100 126902.336930 101 68779.659611 102 151934.538604 103 143203.429432 104 135779.402118 105 109339.019104 106 127684.348421 107 198856.321721 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,ITBI,XGBoost,1.971472978591919,"96 36731.207031 97 36500.062500 98 48440.050781 99 37234.164062 100 32684.982422 101 38698.992188 102 32667.212891 103 38396.703125 104 32202.785156 105 38825.656250 106 36597.167969 107 31939.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do ICMS,MLP,1.8422996997833252,"96 807213.763298 97 794627.357047 98 803174.971692 99 824153.540739 100 833442.657177 101 833598.877132 102 841911.703580 103 849120.307987 104 859935.124733 105 865375.842973 106 870928.947230 107 866444.869730 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do IPVA,MLP,1.819140911102295,"96 -11252.914589 97 90790.452367 98 79364.532824 99 26136.665619 100 77279.866714 101 487742.022274 102 90775.409046 103 174855.696430 104 189625.979548 105 194129.542661 106 263421.793295 107 318272.356843 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,IPTU,MLP,1.0186522006988525,"96 169434.918785 97 179556.289507 98 155367.492857 99 219940.787285 100 234897.733913 101 275638.957251 102 253748.146428 103 265307.530751 104 282344.113030 105 311694.341739 106 326994.513558 107 327597.460632 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,ISS,MLP,1.0355033874511719,"96 310176.916237 97 316647.310084 98 324220.548192 99 323740.802806 100 311787.087620 101 313266.056880 102 316784.242883 103 316393.302972 104 317254.417929 105 315395.099946 106 315195.990440 107 313867.026714 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,ITBI,XGBoost,1.4670798778533936,"96 166923.953125 97 173614.203125 98 177833.953125 99 169792.765625 100 177972.265625 101 237034.968750 102 180801.250000 103 177816.218750 104 171544.765625 105 171544.765625 106 177816.218750 107 123256.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do ICMS,MLP,0.9073104858398438,"96 2.303357e+06 97 2.261471e+06 98 2.275486e+06 99 2.343396e+06 100 2.356137e+06 101 2.402755e+06 102 2.419538e+06 103 2.440139e+06 104 2.484014e+06 105 2.511973e+06 106 2.542499e+06 107 2.521122e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do IPVA,XGBoost,1.7802369594573975,"96 229666.890625 97 227287.109375 98 169201.812500 99 156432.890625 100 156432.890625 101 593599.687500 102 528068.062500 103 527843.250000 104 243832.500000 105 243832.500000 106 243832.500000 107 541164.750000 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,IPTU,MLP,1.3397116661071777,"96 302808.744076 97 137030.214081 98 103479.391452 99 77529.793509 100 76986.217223 101 85537.258095 102 89162.981576 103 87521.124857 104 86747.643062 105 87762.163817 106 89769.011552 107 90283.262421 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,ISS,SARIMAX,1.094515323638916,"96 119587.835938 97 122111.242188 98 122076.820312 99 122076.820312 100 139528.140625 101 139528.140625 102 122076.820312 103 122076.820312 104 139528.140625 105 122149.257812 106 122076.820312 107 122076.820312 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,ITBI,SES,1.0728156566619873,"96 32388.384766 97 53735.648438 98 57080.597656 99 48787.777344 100 71967.500000 101 57051.492188 102 73038.367188 103 51275.875000 104 61954.277344 105 62322.488281 106 59896.996094 107 53073.601562 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do ICMS,MLP,0.9182941913604736,"96 1.494293e+06 97 1.556346e+06 98 1.531169e+06 99 1.549728e+06 100 1.637542e+06 101 1.608918e+06 102 1.627160e+06 103 1.647080e+06 104 1.661694e+06 105 1.680625e+06 106 1.682902e+06 107 1.683881e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do IPVA,MLP,0.9614179134368896,"96 3.961082e+05 97 4.461439e+05 98 4.569455e+05 99 5.181101e+05 100 6.895274e+05 101 8.584814e+05 102 8.905602e+05 103 1.023131e+06 104 1.192604e+06 105 1.401136e+06 106 1.626636e+06 107 1.861122e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,IPTU,MLP,1.8326618671417236,"91 736.126428 92 281.620200 93 -713.798674 94 -2067.226542 95 -1337.358303 96 -2533.615776 97 -2272.413010 98 -2966.937807 99 -3595.390996 100 -4266.855879 101 -4910.238779 102 -5329.997342 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,ISS,XGBoost,1.142176866531372,"96 32687.486328 97 30387.052734 98 45202.363281 99 21462.158203 100 31891.986328 101 20562.640625 102 35596.000000 103 40041.578125 104 41362.250000 105 20472.339844 106 33573.464844 107 40234.847656 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,ITBI,XGBoost,1.1665570735931396,"84 111044.328125 85 116918.484375 86 98672.656250 87 89054.757812 88 109954.320312 89 224610.265625 90 174738.531250 91 174118.609375 92 222067.328125 93 216119.343750 94 120167.429688 95 120455.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do ICMS,MLP,0.880918025970459,"96 776902.767420 97 767219.811951 98 787699.883556 99 808276.714928 100 836953.238181 101 799379.751661 102 822697.227264 103 837015.473789 104 842298.707880 105 843979.590683 106 838266.010425 107 855964.999621 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do IPVA,MLP,2.1749329566955566,"84 7814.296330 85 11288.765645 86 18171.720794 87 21048.776108 88 9855.856425 89 18423.836286 90 19124.853348 91 26096.098404 92 27766.795072 93 28485.293924 94 30103.047800 95 17316.622731 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,IPTU,SARIMAX,2.0584354400634766,"84 124441.000000 85 19099.185547 86 16021.169922 87 35270.988281 88 18671.376953 89 6034.701660 90 15473.357422 91 69161.687500 92 7178.104492 93 13376.425781 94 11983.734375 95 59459.792969 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,ISS,MLP,1.0895421504974365,"96 65895.096428 97 74537.660962 98 70027.291916 99 81490.366129 100 79535.505490 101 57286.932953 102 67238.763145 103 62007.052447 104 61645.826066 105 52926.238077 106 47839.660322 107 55171.273978 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,ITBI,XGBoost,1.0079598426818848,"96 11746.108398 97 15014.443359 98 11888.625000 99 9295.327148 100 10047.848633 101 9996.527344 102 11015.799805 103 13784.760742 104 15514.775391 105 13919.869141 106 13818.783203 107 14937.352539 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Cota-Parte do ICMS,MLP,0.9236147403717041,"96 631554.103415 97 619256.677033 98 625926.357182 99 643350.764816 100 650148.699692 101 646161.000957 102 653626.991642 103 659828.238730 104 668923.135749 105 673173.244351 106 678137.416062 107 675001.271327 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Cota-Parte do IPVA,MLP,0.9908525943756104,"96 -26607.858799 97 21734.061205 98 6113.511799 99 -14411.453575 100 7758.453831 101 194060.126686 102 -5341.717329 103 30904.737912 104 26210.779581 105 17866.266153 106 40130.147838 107 61894.292185 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,IPTU,SARIMAX,1.3636722564697266,"96 40356.296875 97 8259.502930 98 9842.101562 99 9907.223633 100 10482.099609 101 9893.182617 102 41404.023438 103 25361.962891 104 25104.857422 105 25104.857422 106 24431.933594 107 20686.136719 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,ISS,MLP,1.0851972103118896,"96 131149.562300 97 133989.580999 98 134425.233627 99 138549.125502 100 140791.683741 101 145648.085434 102 147393.601399 103 152395.172222 104 157042.934412 105 157966.557354 106 161618.259712 107 165974.828204 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,ITBI,XGBoost,1.1280419826507568,"96 18424.431641 97 25581.031250 98 8681.738281 99 12579.808594 100 23822.439453 101 15333.469727 102 24581.140625 103 18706.697266 104 11403.312500 105 11674.571289 106 18711.347656 107 13311.143555 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Cota-Parte do ICMS,MLP,0.9419050216674805,"96 477705.931042 97 467023.658050 98 484621.705377 99 491928.479930 100 497266.951223 101 491857.757844 102 499321.806400 103 505659.178217 104 513897.637001 105 514554.126079 106 518347.071741 107 517894.693157 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Cota-Parte do IPVA,SARIMAX,1.0185556411743164,"96 101229.210938 97 84537.468750 98 109581.093750 99 101229.210938 100 101229.210938 101 218424.296875 102 203580.718750 103 182463.328125 104 218424.296875 105 184063.562500 106 184121.500000 107 218424.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,IPTU,SARIMAX,1.9052588939666748,"90 5082.397461 91 5307.810059 92 5845.172852 93 5422.839355 94 9997.963867 95 6788.577148 96 765.884644 97 4147.624512 98 4506.386719 99 3352.486084 100 11965.160156 101 7923.492188 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,ISS,XGBoost,2.851745843887329,"96 46708.902344 97 49622.250000 98 49885.765625 99 47442.906250 100 49187.332031 101 47521.839844 102 47609.824219 103 47737.921875 104 47737.921875 105 47609.824219 106 49533.027344 107 47609.824219 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,ITBI,SES,1.002476692199707,"95 83171.507812 96 26390.417969 97 47217.726562 98 40375.140625 99 30666.564453 100 21467.818359 101 43884.371094 102 43090.085938 103 48530.644531 104 25464.628906 105 91873.656250 106 82413.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do ICMS,MLP,0.9300837516784668,"96 1.533944e+06 97 1.516852e+06 98 1.560336e+06 99 1.601997e+06 100 1.668367e+06 101 1.589187e+06 102 1.639727e+06 103 1.671703e+06 104 1.683024e+06 105 1.687368e+06 106 1.671522e+06 107 1.712636e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do IPVA,MLP,1.066415548324585,"96 -6854.432832 97 23931.243727 98 15097.565740 99 4108.028690 100 16744.047707 101 91896.066575 102 19339.254459 103 37336.838782 104 37357.509674 105 37287.395196 106 49390.513731 107 51894.353585 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,IPTU,XGBoost,1.0547223091125488,"96 6.729007e+05 97 7.291853e+05 98 6.708719e+05 99 6.721884e+05 100 6.287738e+05 101 4.495002e+05 102 4.525265e+05 103 4.488142e+05 104 4.864721e+05 105 1.229491e+06 106 1.204068e+06 107 6.552215e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,ISS,SARIMAX,1.2417948246002197,"96 9.230949e+05 97 9.144212e+05 98 9.153461e+05 99 9.234146e+05 100 1.014534e+06 101 1.019887e+06 102 1.019887e+06 103 1.014534e+06 104 1.019887e+06 105 1.019887e+06 106 1.019887e+06 107 1.019887e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,ITBI,SARIMAX,1.5294616222381592,"96 171871.296875 97 236249.421875 98 172278.609375 99 161436.671875 100 172278.609375 101 236593.500000 102 171871.296875 103 171881.250000 104 171871.296875 105 172278.609375 106 171871.296875 107 171881.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,Cota-Parte do ICMS,MLP,1.020995855331421,"96 2.974743e+06 97 2.916380e+06 98 2.960538e+06 99 3.010317e+06 100 3.089319e+06 101 3.007088e+06 102 3.041213e+06 103 3.072411e+06 104 3.088707e+06 105 3.097500e+06 106 3.090190e+06 107 3.118219e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,Cota-Parte do IPVA,MLP,1.0771048069000244,"94 -1.530395e+05 95 3.696168e+05 96 3.313162e+05 97 1.760909e+05 98 3.812563e+05 99 1.736530e+06 100 3.293765e+05 101 7.044323e+05 102 7.821583e+05 103 8.163079e+05 104 1.056164e+06 105 1.075937e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,IPTU,AR,1.3697645664215088,"96 107146.000000 97 91563.804688 98 90905.554688 99 88967.273438 100 90693.835938 101 90639.289062 102 55841.894531 103 92790.226562 104 114249.953125 105 116833.890625 106 78952.398438 107 55020.425781 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,ISS,SARIMAX,0.8215963840484619,"96 140581.921875 97 140535.062500 98 137409.484375 99 129715.140625 100 131213.828125 101 131109.796875 102 129715.140625 103 129715.140625 104 136704.718750 105 136704.718750 106 122121.835938 107 140903.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,ITBI,XGBoost,0.9276478290557861,"96 26448.365234 97 26909.656250 98 33083.609375 99 26631.794922 100 26142.994141 101 28234.800781 102 14179.832031 103 16652.095703 104 13790.266602 105 24972.031250 106 24120.699219 107 22613.541016 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,Cota-Parte do ICMS,XGBoost,1.0641741752624512,"96 1.225503e+06 97 9.889108e+05 98 1.233320e+06 99 1.233766e+06 100 1.234566e+06 101 1.235374e+06 102 1.233766e+06 103 1.083179e+06 104 1.175277e+06 105 1.133451e+06 106 1.221146e+06 107 1.028643e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,Cota-Parte do IPVA,XGBoost,1.0289855003356934,"84 372502.90625 85 399294.93750 86 394753.75000 87 352957.31250 88 397954.81250 89 394753.75000 90 351295.56250 91 351295.56250 92 394753.75000 93 351295.56250 94 351295.56250 95 394753.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,IPTU,SARIMAX,1.0695462226867676,"78 2375.687988 79 1540.037598 80 432.620544 81 575.708923 82 73.835197 83 935.309937 84 349.262634 85 270.414612 86 2114.305664 87 326.628906 88 1132.880737 89 2655.550781 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,ISS,MLP,1.1414618492126465,"84 28370.382735 85 26878.601880 86 27590.898390 87 25810.476893 88 24457.949293 89 22050.689911 90 22319.712695 91 21965.760187 92 21135.783847 93 20825.817626 94 20819.668889 95 21498.037219 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,ITBI,XGBoost,1.015434741973877,"82 8796.641602 83 5888.918457 84 11024.089844 85 8551.588867 86 17946.556641 87 5912.051758 88 8765.328125 89 11194.657227 90 8846.392578 91 16565.908203 92 4391.231934 93 4062.493164 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do ICMS,XGBoost,1.046320915222168,"84 1128741.625 85 1129864.125 86 1130042.125 87 1130042.125 88 1130042.125 89 1194136.750 90 1129864.125 91 1129864.125 92 1128925.500 93 1128925.500 94 1128925.500 95 1194136.750 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do IPVA,XGBoost,0.8127448558807373,"84 14091.981445 85 9844.445312 86 7634.348145 87 7219.769531 88 9951.380859 89 62469.906250 90 13128.292969 91 14278.500977 92 19458.386719 93 20061.539062 94 15393.091797 95 51815.324219 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,IPTU,AR,1.4364597797393799,"96 3868.407471 97 3971.885254 98 3943.842285 99 3851.710449 100 3811.041504 101 4174.107910 102 4176.907715 103 4675.842285 104 4148.310547 105 4101.512695 106 4101.512695 107 4148.310547 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,ISS,XGBoost,0.9143238067626953,"96 17022.843750 97 21363.791016 98 15982.857422 99 22139.875000 100 17262.917969 101 20138.269531 102 19809.316406 103 13991.833984 104 22888.800781 105 14196.087891 106 22888.800781 107 15412.926758 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,ITBI,MLP,2.3408031463623047,"96 10320.703246 97 13007.938015 98 10128.558364 99 10732.255471 100 11123.562816 101 10989.192770 102 11153.085213 103 11399.032065 104 10421.957726 105 11298.619180 106 11067.707788 107 11170.950394 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do ICMS,MLP,2.549065351486206,"96 292176.979082 97 284424.673288 98 288502.129390 99 297264.139788 100 302158.627227 101 297882.798857 102 302072.740146 103 306265.655339 104 310913.393378 105 312958.786540 106 314945.598822 107 314890.697854 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do IPVA,MLP,2.626610040664673,"95 4385.725943 96 -720.569614 97 13926.922070 98 12287.112574 99 13867.520966 100 48735.089076 101 12463.052622 102 15274.327908 103 26731.720162 104 30091.655641 105 33433.639588 106 34415.000034 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,IPTU,HWES,2.089462995529175,"96 13718.930664 97 15652.403320 98 15246.466797 99 9084.615234 100 10752.892578 101 19815.683594 102 14973.984375 103 20858.908203 104 19799.949219 105 12294.347656 106 12535.697266 107 22830.728516 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,ISS,Prophet,1.4370458126068115,"96 37651.257812 97 38391.597656 98 41400.386719 99 41400.386719 100 41400.386719 101 41297.156250 102 41297.156250 103 41297.156250 104 41297.156250 105 41297.156250 106 41297.156250 107 41297.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,ITBI,XGBoost,1.6583647727966309,"94 6823.883301 95 6741.517578 96 6747.322266 97 8945.044922 98 8808.164062 99 9376.609375 100 15429.930664 101 14519.285156 102 14493.220703 103 14437.498047 104 14437.498047 105 14424.951172 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Cota-Parte do ICMS,XGBoost,1.2045848369598389,"96 588208.8750 97 599728.4375 98 599697.1875 99 597922.5625 100 528575.8125 101 550315.3750 102 549704.3750 103 598723.7500 104 616511.5625 105 555609.3750 106 615190.5625 107 552649.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Cota-Parte do IPVA,MLP,2.047429084777832,"96 -5193.289666 97 36260.455021 98 32523.598823 99 26522.865169 100 54258.836868 101 250538.055663 102 58264.378779 103 107320.530084 104 124340.395179 105 145059.864939 106 192285.973818 107 236317.234239 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,IPTU,SES,1.948338508605957,"88 169242.343750 89 248614.078125 90 161848.375000 91 84648.148438 92 55146.910156 93 59551.828125 94 222127.281250 95 158652.218750 96 245454.390625 97 166430.234375 98 84501.656250 99 154743.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,ISS,MLP,2.0681612491607666,"88 80725.759241 89 60532.031610 90 74362.232176 91 78377.000798 92 51110.183103 93 57085.183554 94 46688.751860 95 62819.796419 96 47445.360240 97 32726.269778 98 53805.757842 99 50047.372290 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,ITBI,XGBoost,2.3009862899780273,"88 46919.160156 89 68142.843750 90 61596.390625 91 41167.511719 92 59145.910156 93 65593.406250 94 87911.085938 95 69077.093750 96 75052.968750 97 96782.257812 98 68806.117188 99 68806.117188 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,Cota-Parte do ICMS,MLP,1.0069096088409424,"88 9.599002e+05 89 9.427284e+05 90 9.569980e+05 91 9.534864e+05 92 9.598650e+05 93 9.971699e+05 94 1.000200e+06 95 1.004894e+06 96 1.022473e+06 97 1.037334e+06 98 1.054638e+06 99 1.044606e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,Cota-Parte do IPVA,MLP,1.1932728290557861,"88 18991.994774 89 118996.396888 90 113791.948771 91 94080.435808 92 131338.327548 93 390684.582030 94 163730.076311 95 235598.451065 96 254391.759978 97 280521.693901 98 329150.870028 99 316857.126862 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,IPTU,SARIMAX,1.3680837154388428,"93 36544.542969 94 35740.871094 95 6660.399902 96 4448.746094 97 3901.379639 98 2642.128906 99 73460.117188 100 73979.039062 101 5472.953125 102 6923.901855 103 6441.501953 104 7382.497559 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,ISS,MLP,2.1780636310577393,"96 77979.070122 97 78944.744471 98 79951.124835 99 81646.227811 100 76012.370479 101 77371.556983 102 77032.433655 103 78488.246860 104 78705.969188 105 77246.227344 106 83713.486570 107 83907.231030 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,ITBI,SARIMAX,1.715834140777588,"96 15384.318359 97 13797.577148 98 19724.605469 99 28189.753906 100 25822.218750 101 11067.765625 102 19175.152344 103 18144.453125 104 17366.623047 105 29453.404297 106 25163.015625 107 18252.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,Cota-Parte do ICMS,XGBoost,1.0221364498138428,"96 846075.0000 97 908577.0000 98 858237.8750 99 852586.1875 100 853479.6875 101 968943.5625 102 858867.1875 103 908577.0000 104 859449.0625 105 859449.0625 106 846153.0000 107 933145.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,Cota-Parte do IPVA,MLP,1.0163955688476562,"96 3.695652e+04 97 1.531938e+05 98 1.820560e+05 99 2.019977e+05 100 2.809045e+05 101 7.958269e+05 102 4.149703e+05 103 6.040915e+05 104 7.505430e+05 105 9.218035e+05 106 1.178239e+06 107 1.522934e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,IPTU,HWES,1.732172966003418,"90 10656.575195 91 5240.054199 92 1168.431030 93 935.703796 94 1457.107788 95 1795.501709 96 7477.574707 97 2195.331787 98 15891.129883 99 18785.542969 100 3583.119873 101 9918.066406 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,ISS,AR,2.3250765800476074,"96 9601.208008 97 8503.670898 98 5296.137207 99 20730.628906 100 6128.463379 101 20417.587891 102 22822.207031 103 16563.111328 104 9686.143555 105 9228.794922 106 11529.412109 107 9396.261719 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,ITBI,XGBoost,1.8177330493927002,"94 12058.999023 95 12112.014648 96 21756.906250 97 23807.681641 98 9875.924805 99 13400.466797 100 14578.325195 101 14514.257812 102 13784.429688 103 15030.592773 104 2828.570801 105 5417.887695 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do ICMS,MLP,1.6542656421661377,"96 637501.352850 97 629251.834431 98 644618.573592 99 655840.693931 100 682892.088506 101 663699.687909 102 669137.348977 103 680797.330636 104 683244.713293 105 685132.234888 106 680474.982648 107 690670.538183 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do IPVA,SARIMAX,1.6304774284362793,"96 115360.523438 97 30584.605469 98 30954.121094 99 37697.957031 100 37487.000000 101 115460.820312 102 115467.726562 103 46480.953125 104 41319.640625 105 38568.609375 106 38004.066406 107 111951.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,IPTU,SARIMAX,2.2566394805908203,"93 8987.837891 94 9686.682617 95 11169.676758 96 7255.043945 97 7980.003906 98 3074.259277 99 3982.606934 100 3982.606934 101 4630.320312 102 2856.517822 103 4099.896973 104 1891.292480 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,ISS,XGBoost,1.0534827709197998,"96 103638.281250 97 128829.335938 98 139263.687500 99 139263.687500 100 143210.734375 101 145785.203125 102 139263.687500 103 145785.203125 104 145785.203125 105 145785.203125 106 145785.203125 107 145785.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,ITBI,MLP,0.9379804134368896,"96 41718.358075 97 25576.691541 98 11526.659583 99 4987.273303 100 6327.551394 101 17030.070253 102 -3256.885748 103 -644.740195 104 6023.782681 105 13606.138602 106 17694.561334 107 13167.780475 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Cota-Parte do ICMS,MLP,1.8359096050262451,"96 837669.723429 97 814387.569200 98 835646.572899 99 855180.788151 100 887388.750357 101 812782.832191 102 849253.186870 103 868644.759970 104 870421.160688 105 867286.100214 106 849977.225622 107 888741.804918 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Cota-Parte do IPVA,XGBoost,2.301913261413574,"94 57117.289062 95 42736.386719 96 78084.507812 97 168084.546875 98 188594.375000 99 289075.906250 100 172640.750000 101 154999.671875 102 172640.750000 103 290951.500000 104 290951.500000 105 290951.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,IPTU,SARIMAX,1.6536474227905273,"96 1.687373e+06 97 1.431020e+06 98 1.351149e+06 99 1.068877e+06 100 2.833507e+05 101 4.129128e+05 102 1.391935e+06 103 1.356843e+06 104 1.397870e+06 105 1.397870e+06 106 2.957078e+05 107 4.406327e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,ISS,SARIMAX,1.7367379665374756,"96 1676510.125 97 1677456.250 98 1674267.375 99 1675335.750 100 1673583.875 101 1730170.625 102 1730170.625 103 1730170.625 104 1730170.625 105 1730170.625 106 1730170.625 107 1730170.625 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,ITBI,MLP,0.9985277652740479,"96 444239.441993 97 451621.438302 98 430529.885407 99 407142.096825 100 419733.400471 101 429333.933714 102 415034.708331 103 405540.150312 104 405601.963947 105 411558.043108 106 407312.818198 107 400542.424536 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do ICMS,MLP,1.9733521938323975,"96 5.990825e+06 97 5.847469e+06 98 5.957174e+06 99 6.110658e+06 100 6.305683e+06 101 5.991913e+06 102 6.145386e+06 103 6.256488e+06 104 6.321594e+06 105 6.339043e+06 106 6.295418e+06 107 6.418581e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do IPVA,XGBoost,2.322899341583252,"96 1145753.625 97 1141320.125 98 1111292.750 99 1116470.500 100 1081152.375 101 3387184.750 102 2701601.250 103 2337087.250 104 2337087.250 105 2338078.000 106 2121646.750 107 3387184.750 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,IPTU,XGBoost,2.40490460395813,"96 2.400524e+06 97 1.327226e+06 98 1.327226e+06 99 1.327226e+06 100 1.361624e+05 101 1.414964e+05 102 1.331952e+06 103 1.332200e+06 104 1.332200e+06 105 1.332200e+06 106 4.490466e+05 107 4.462571e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,ISS,XGBoost,1.1588480472564697,"96 797491.6875 97 782733.9375 98 855276.9375 99 883257.8750 100 871907.1875 101 860413.1875 102 884589.1250 103 871907.1875 104 871907.1875 105 871076.8750 106 871076.8750 107 859555.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,ITBI,MLP,1.0944011211395264,"96 453291.678964 97 542990.087023 98 599365.995293 99 310381.997935 100 557250.932481 101 645023.870726 102 602705.508485 103 590326.243220 104 530173.048312 105 621193.059400 106 672650.205794 107 608684.324406 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,Cota-Parte do ICMS,MLP,1.1063387393951416,"96 3.201018e+06 97 2.607893e+06 98 2.605679e+06 99 2.833761e+06 100 2.834336e+06 101 2.938061e+06 102 2.859504e+06 103 2.641052e+06 104 2.895553e+06 105 2.979027e+06 106 3.004142e+06 107 2.890538e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,Cota-Parte do IPVA,SARIMAX,1.04880952835083,"96 6.755434e+05 97 6.322484e+05 98 7.368012e+05 99 6.648904e+05 100 6.648904e+05 101 2.343305e+06 102 9.255648e+05 103 6.514173e+05 104 6.514173e+05 105 6.514173e+05 106 6.514173e+05 107 2.343305e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,IPTU,SARIMAX,1.7123968601226807,"96 3740814.750 97 3660491.250 98 3630835.250 99 3445619.750 100 3438416.250 101 1076636.500 102 3502698.750 103 3502698.750 104 3502698.750 105 3389069.750 106 3389069.750 107 1065735.125 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,ISS,MLP,0.989865779876709,"96 4.554737e+06 97 4.264519e+06 98 4.425852e+06 99 4.398303e+06 100 4.212190e+06 101 3.932440e+06 102 4.186384e+06 103 4.438187e+06 104 4.295924e+06 105 4.393406e+06 106 4.626234e+06 107 5.044483e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,ITBI,SARIMAX,1.159414529800415,"96 1088021.875 97 1105056.750 98 1131320.000 99 1138604.125 100 1126495.625 101 1131320.000 102 1126495.625 103 1126495.625 104 1126495.625 105 1126495.625 106 1084322.000 107 1088021.875 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Cota-Parte do ICMS,MLP,0.9412102699279785,"96 7.173451e+06 97 7.052610e+06 98 7.116517e+06 99 7.257658e+06 100 7.349633e+06 101 7.197982e+06 102 7.279415e+06 103 7.327110e+06 104 7.385890e+06 105 7.408147e+06 106 7.424007e+06 107 7.422524e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Cota-Parte do IPVA,XGBoost,1.3024351596832275,"96 2898154.00 97 2713216.25 98 2712457.00 99 2609580.25 100 2609580.25 101 7395265.00 102 3592317.50 103 4135843.75 104 4133433.75 105 4067377.00 106 4395684.50 107 6101911.50 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,IPTU,Prophet,1.353095531463623,"90 163636.156250 91 83001.992188 92 83001.992188 93 65916.898438 94 83001.992188 95 60606.050781 96 83001.992188 97 83001.992188 98 83001.992188 99 83001.992188 100 83001.992188 101 83001.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,ISS,MLP,1.6953060626983643,"96 103394.066346 97 124303.270623 98 146447.815799 99 177882.927709 100 210156.301699 101 247758.199706 102 296291.501583 103 355003.861604 104 425889.501439 105 511107.385525 106 613275.802472 107 737553.831330 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,ITBI,XGBoost,1.0058894157409668,"91 28818.763672 92 14622.250000 93 24067.748047 94 22041.886719 95 7170.123535 96 21894.126953 97 4054.754883 98 21996.652344 99 4054.754883 100 4094.706055 101 8408.632812 102 21712.814453 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do ICMS,MLP,2.0022315979003906,"96 541120.448669 97 537956.127394 98 543218.517863 99 555213.777294 100 562944.911248 101 559299.501061 102 566007.945934 103 570591.598753 104 577079.154925 105 580694.195787 106 583755.304286 107 583249.410862 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do IPVA,SARIMAX,2.44317889213562,"96 80868.125000 97 76986.023438 98 83521.117188 99 84486.000000 100 83521.117188 101 213610.640625 102 137907.640625 103 139072.484375 104 139072.484375 105 139072.484375 106 139072.484375 107 213610.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,IPTU,HWES,3.211393356323242,"93 5257.018555 94 4119.302734 95 3948.875000 96 3803.862549 97 2898.071045 98 4507.429199 99 9146.394531 100 5101.073242 101 7780.859375 102 4186.223633 103 9070.854492 104 3660.058350 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,ISS,MLP,1.7990729808807373,"96 30521.335383 97 21873.516183 98 20550.591055 99 25999.710800 100 29401.553144 101 17445.616136 102 20549.729300 103 23521.086393 104 24416.663811 105 20879.126353 106 18173.866229 107 23845.844391 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,ITBI,XGBoost,1.9320614337921143,"94 106434.289062 95 111239.992188 96 117708.726562 97 117583.593750 98 117726.492188 99 117080.140625 100 117101.046875 101 117144.484375 102 117101.046875 103 117072.375000 104 117101.046875 105 117144.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,Cota-Parte do ICMS,MLP,0.9645001888275146,"96 501397.363422 97 532058.205254 98 496195.698879 99 522476.101061 100 542064.670885 101 517266.621629 102 532929.548302 103 525215.387770 104 542318.352829 105 539060.277182 106 534132.629543 107 545544.595723 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,Cota-Parte do IPVA,SARIMAX,0.9840414524078369,"95 20119.912109 96 19902.800781 97 9876.629883 98 9779.175781 99 9463.501953 100 86308.898438 101 77914.546875 102 41670.144531 103 27980.390625 104 27980.390625 105 25385.847656 106 29348.894531 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,IPTU,SARIMAX,1.0186517238616943,"77 16259.111328 78 5811.276855 79 5593.255859 80 13704.996094 81 7035.239746 82 12428.660156 83 22546.572266 84 47428.375000 85 42914.816406 86 46619.746094 87 44191.886719 88 46619.746094 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,ISS,MLP,1.4302589893341064,"96 21349.128449 97 3938.448165 98 8792.335813 99 3567.361514 100 9990.982265 101 5019.410831 102 -4397.112485 103 -2660.024251 104 -5404.682347 105 -5493.228317 106 -11694.715776 107 -15776.651680 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,ITBI,XGBoost,1.5017662048339844,"87 12053.632812 88 7645.353027 89 8997.235352 90 9385.997070 91 11058.403320 92 7361.216309 93 3625.163574 94 7416.447266 95 7207.722168 96 3567.733887 97 3586.096436 98 8230.334961 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do ICMS,MLP,1.1043803691864014,"96 280379.176906 97 276167.020970 98 280511.233214 99 288058.705259 100 292813.367535 101 289795.362208 102 293677.625205 103 296666.421301 104 299828.196866 105 301047.656393 106 302026.037656 107 301446.128620 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do IPVA,MLP,1.053234577178955,"94 -335.962686 95 1208.444305 96 1874.095043 97 -14484.574057 98 -13781.343842 99 21135.640660 100 -14537.248563 101 -15128.510626 102 -20209.514369 103 -31196.186095 104 -35443.915135 105 -47438.764432 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,IPTU,HWES,2.0603792667388916,"91 247628.968750 92 258693.140625 93 137825.531250 94 160499.171875 95 154840.375000 96 153930.828125 97 155274.593750 98 155274.593750 99 248928.375000 100 246621.390625 101 156914.875000 102 156914.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,ISS,SARIMAX,2.0379390716552734,"96 1131312.250 97 1131312.250 98 1131312.250 99 1131312.250 100 1140757.500 101 1140757.500 102 1059294.625 103 1059294.625 104 1059294.625 105 1059294.625 106 1059294.625 107 1059294.625 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,ITBI,XGBoost,1.8376259803771973,"96 358234.09375 97 364013.71875 98 388737.15625 99 315778.93750 100 315247.46875 101 399439.25000 102 393149.40625 103 346020.31250 104 360838.68750 105 189104.96875 106 374463.71875 107 358774.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do ICMS,MLP,1.8148109912872314,"96 4.298573e+06 97 4.254731e+06 98 4.357612e+06 99 4.417377e+06 100 4.599308e+06 101 4.342554e+06 102 4.458243e+06 103 4.518200e+06 104 4.514611e+06 105 4.515054e+06 106 4.456436e+06 107 4.581465e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do IPVA,MLP,2.2147223949432373,"96 -1.656034e+05 97 3.851256e+05 98 4.400022e+05 99 2.065842e+05 100 5.135256e+05 101 3.201563e+06 102 5.345814e+05 103 1.119107e+06 104 1.345396e+06 105 1.411810e+06 106 1.904178e+06 107 2.397012e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,IPTU,HWES,1.4018034934997559,"96 29994.412109 97 26198.373047 98 25575.630859 99 19293.589844 100 12355.935547 101 14120.870117 102 19825.792969 103 25659.144531 104 25659.144531 105 18298.173828 106 13012.272461 107 14120.870117 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,ISS,MLP,1.618417501449585,"96 68784.465332 97 70521.261931 98 69553.034231 99 70554.025675 100 69176.354451 101 68583.015167 102 69182.092047 103 68919.055903 104 69067.282465 105 68887.755867 106 69166.756960 107 69521.722082 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,ITBI,MLP,0.9924826622009277,"96 33846.497588 97 27034.483538 98 29029.243211 99 24646.889119 100 23441.400856 101 24609.212589 102 25072.006021 103 23187.837302 104 23251.393139 105 21973.195659 106 25003.583690 107 27841.237552 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do ICMS,MLP,0.9973146915435791,"96 863596.018548 97 849192.756630 98 873494.252577 99 881843.966387 100 922633.438164 101 824666.632306 102 870570.678883 103 885161.275181 104 875965.174113 105 871113.274618 106 843855.696201 107 899349.068767 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do IPVA,SARIMAX,1.0444467067718506,"96 111985.265625 97 46859.621094 98 46859.621094 99 27780.722656 100 27664.898438 101 538402.250000 102 82051.921875 103 50735.082031 104 50735.082031 105 87453.703125 106 85727.617188 107 168152.578125 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,IPTU,Prophet,2.0731356143951416,"73 7376.460938 74 14218.749023 75 14016.415039 76 6525.621094 77 10842.593750 78 14052.005859 79 14020.539062 80 14132.217773 81 14132.217773 82 14181.123047 83 14052.005859 84 14052.005859 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,ISS,XGBoost,1.1607518196105957,"96 38906.296875 97 38169.015625 98 38485.312500 99 37823.269531 100 38143.539062 101 38192.601562 102 38069.292969 103 38118.562500 104 56114.207031 105 47162.242188 106 55302.613281 107 46926.960938 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,ITBI,SES,1.064598798751831,"67 83113.375000 68 71575.046875 69 73394.914062 70 61138.519531 71 59836.847656 72 63849.035156 73 65020.093750 74 60784.496094 75 63920.675781 76 55253.113281 77 60337.703125 78 55253.113281 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Cota-Parte do ICMS,MLP,0.9494810104370117,"96 417896.722297 97 420411.252680 98 432129.390019 99 440498.900231 100 461047.812815 101 448962.602408 102 457337.800193 103 463926.294865 104 465708.064393 105 467344.514119 106 463882.156666 107 472112.491273 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Cota-Parte do IPVA,MLP,1.535097360610962,"94 -5133.035319 95 5318.952183 96 4498.955962 97 19.138916 98 3844.486595 99 31531.891985 100 5543.848063 101 11965.379251 102 12842.072378 103 13713.204602 104 18122.541269 105 11088.158567 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,IPTU,XGBoost,0.9371726512908936,"60 24367.722656 61 6349.693359 62 23181.322266 63 2573.597900 64 602.310303 65 2265.230469 66 24189.333984 67 23441.392578 68 104.365807 69 12619.348633 70 13334.748047 71 1618.298950 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,ISS,MLP,3.760244607925415,"96 130037.894410 97 -111039.180130 98 -19366.188114 99 -167658.606471 100 -56693.456368 101 -368862.408655 102 -677579.493084 103 -193642.240533 104 -561264.890516 105 -292043.497951 106 -747571.517819 107 22957.524672 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,ITBI,XGBoost,1.664311408996582,"79 8281.447266 80 15115.450195 81 15109.360352 82 6571.046387 83 21946.187500 84 8911.768555 85 6078.916504 86 8248.906250 87 6780.925293 88 4222.037109 89 19249.566406 90 22362.748047 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,Cota-Parte do ICMS,MLP,1.8876967430114746,"96 409123.057296 97 401127.380835 98 408620.049130 99 420594.658942 100 431360.145551 101 419797.067186 102 428391.767726 103 435214.535702 104 440805.199123 105 442942.000093 106 443248.475517 107 446477.095279 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,Cota-Parte do IPVA,MLP,1.0607635974884033,"93 103.166111 94 46657.703528 95 39319.964819 96 48999.456330 97 62937.022804 98 130299.524091 99 76134.197003 100 105692.336517 101 120819.798478 102 142608.214911 103 171253.529880 104 158475.637573 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,IPTU,HWES,1.1644246578216553,"91 27042.552734 92 25222.955078 93 13705.075195 94 14550.170898 95 18526.496094 96 14675.145508 97 5994.464355 98 3515.760254 99 5333.896973 100 5451.572754 101 5333.896973 102 5333.896973 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,ISS,SARIMAX,1.4812476634979248,"96 37421.675781 97 35842.496094 98 37940.738281 99 37774.503906 100 38462.769531 101 38034.437500 102 35121.132812 103 33792.339844 104 35121.132812 105 37495.597656 106 37495.597656 107 38250.152344 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,ITBI,MLP,3.700518846511841,"96 23657.077892 97 26167.724402 98 32140.041431 99 19117.382094 100 19571.542486 101 26566.362839 102 24745.078969 103 23316.705639 104 19985.668356 105 20576.711693 106 22232.628058 107 20820.034202 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Cota-Parte do ICMS,MLP,0.9678778648376465,"96 823713.473134 97 820072.261416 98 832869.227191 99 850648.733390 100 872030.203755 101 865036.175792 102 876011.814045 103 885584.581250 104 894297.015425 105 899975.119083 106 902532.848103 107 907165.217697 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Cota-Parte do IPVA,MLP,0.9721126556396484,"96 14880.658389 97 61257.568742 98 70725.005937 99 72511.168035 100 104140.216421 101 326089.023276 102 125081.364441 103 176482.785690 104 206301.111751 105 234881.343218 106 285768.396754 107 332622.478246 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,IPTU,SARIMAX,1.0848963260650635,"94 14097.625000 95 16530.960938 96 6151.211426 97 25847.646484 98 16071.361328 99 23221.330078 100 23671.951172 101 24047.259766 102 12544.273438 103 12190.748047 104 19843.876953 105 19966.412109 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,ISS,MLP,2.282758951187134,"96 87646.645061 97 85472.960689 98 86310.286872 99 89490.109568 100 75884.770400 101 85495.993581 102 81054.385189 103 81853.232471 104 81108.997482 105 80139.331809 106 85143.030264 107 81747.392303 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,ITBI,HWES,1.7469878196716309,"96 52610.425781 97 47247.738281 98 46189.519531 99 40153.710938 100 47900.148438 101 30526.076172 102 36209.703125 103 28423.646484 104 40079.257812 105 40153.710938 106 40153.710938 107 41561.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,Cota-Parte do ICMS,MLP,1.2948825359344482,"96 876620.214892 97 867845.473115 98 882655.901780 99 902177.476036 100 923774.453429 101 887117.646106 102 906058.243766 103 914218.604495 104 920467.919254 105 922369.678650 106 920274.748585 107 925706.423332 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,Cota-Parte do IPVA,MLP,1.1546838283538818,"96 -3842.731965 97 67259.645614 98 66527.396897 99 37646.080407 100 81606.755818 101 384603.545515 102 92953.697545 103 156200.821993 104 174099.203966 105 181024.906352 106 239636.701681 107 303595.484253 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,IPTU,SARIMAX,1.0642979145050049,"96 2944197.250 97 1232594.625 98 3514252.750 99 3514252.750 100 3511912.750 101 3514252.750 102 2252630.250 103 3514252.750 104 2252630.250 105 2252630.250 106 2252630.250 107 2252630.250 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,ISS,MLP,1.5226452350616455,"96 1.232166e+06 97 1.287422e+06 98 1.324237e+06 99 1.260310e+06 100 1.295116e+06 101 1.326904e+06 102 1.334521e+06 103 1.334770e+06 104 1.327266e+06 105 1.349930e+06 106 1.360886e+06 107 1.362689e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,ITBI,MLP,1.9469411373138428,"96 360737.167894 97 402581.616893 98 497483.261508 99 590869.765461 100 335427.589138 101 412119.804158 102 463726.993732 103 455557.441490 104 381216.529383 105 269263.451027 106 424120.998399 107 370382.095434 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do ICMS,MLP,1.275036096572876,"96 2.826386e+06 97 2.773285e+06 98 2.793675e+06 99 2.867876e+06 100 2.893229e+06 101 2.912822e+06 102 2.935754e+06 103 2.960935e+06 104 3.006082e+06 105 3.031294e+06 106 3.057052e+06 107 3.037534e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do IPVA,SARIMAX,1.6653060913085938,"96 7.794034e+05 97 9.943767e+05 98 1.551366e+06 99 1.550300e+06 100 1.550300e+06 101 1.661814e+06 102 1.611172e+06 103 1.662267e+06 104 1.661616e+06 105 1.661616e+06 106 1.661616e+06 107 1.660748e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,IPTU,XGBoost,2.8757288455963135,"84 90569.125000 85 78834.617188 86 53393.332031 87 49446.585938 88 42824.164062 89 43387.519531 90 75520.679688 91 78411.890625 92 78458.109375 93 42824.164062 94 44257.707031 95 44830.617188 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,ISS,MLP,1.4317128658294678,"84 96122.734925 85 96443.422716 86 95521.990128 87 94464.135607 88 95403.078503 89 97965.324061 90 97387.726272 91 97281.128269 92 98291.794445 93 100558.573383 94 101944.795375 95 101214.096467 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,ITBI,XGBoost,1.6689815521240234,"84 369168.96875 85 369168.96875 86 304666.81250 87 289609.56250 88 369168.96875 89 279340.68750 90 293161.00000 91 304666.81250 92 304666.81250 93 304666.81250 94 289609.56250 95 304666.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do ICMS,XGBoost,1.0189487934112549,"84 1053843.375 85 1122421.125 86 1063394.125 87 1064344.125 88 1065077.875 89 1089190.875 90 1072033.375 91 1067292.375 92 1072033.375 93 1072033.375 94 1072033.375 95 1117407.375 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do IPVA,HWES,1.0318913459777832,"84 72064.289062 85 92256.656250 86 93485.773438 87 65183.429688 88 44498.085938 89 459386.468750 90 70807.312500 91 87480.929688 92 81912.359375 93 97364.070312 94 101573.351562 95 349683.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,IPTU,AR,1.7607471942901611,"96 8949.477539 97 6298.738770 98 13437.924805 99 5834.478027 100 6936.085449 101 5686.483887 102 5929.041992 103 5315.224121 104 12008.357422 105 6834.484863 106 5570.568848 107 6834.484863 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,ISS,SARIMAX,1.7013041973114014,"96 16955.539062 97 16898.701172 98 17730.367188 99 10800.499023 100 12064.471680 101 18298.160156 102 17763.248047 103 10935.246094 104 18040.750000 105 20294.597656 106 18504.097656 107 17342.423828 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,ITBI,SES,1.3362042903900146,"94 23526.044922 95 29094.148438 96 29112.410156 97 29137.074219 98 29098.642578 99 29127.636719 100 29130.560547 101 29130.560547 102 29137.074219 103 29113.785156 104 29130.560547 105 29113.785156 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Cota-Parte do ICMS,MLP,1.0661780834197998,"96 317843.161165 97 312450.570163 98 315530.337218 99 323932.023438 100 326992.024588 101 327311.120424 102 330434.626873 103 333159.755953 104 337570.622025 105 339785.144880 106 342235.297727 107 340109.732717 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Cota-Parte do IPVA,MLP,1.9091510772705078,"96 12099.375518 97 26188.109306 98 19150.648383 99 40002.128066 100 43493.293203 101 140198.513218 102 55697.820794 103 73024.700861 104 78853.237408 105 100372.810234 106 115415.881051 107 135177.548990 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,IPTU,HWES,2.37223219871521,"96 26148.054688 97 16135.121094 98 6990.431152 99 7004.079590 100 82905.218750 101 8684.559570 102 39403.800781 103 16484.503906 104 18785.962891 105 17891.617188 106 70432.968750 107 10668.431641 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,ISS,SARIMAX,2.20761775970459,"96 86452.796875 97 99094.335938 98 101067.929688 99 81932.265625 100 81664.289062 101 97145.335938 102 97145.335938 103 97145.335938 104 97145.335938 105 97145.335938 106 97145.335938 107 97145.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,ITBI,SES,1.2929916381835938,"96 44307.843750 97 38519.617188 98 69902.960938 99 74905.304688 100 86807.039062 101 70450.867188 102 81408.968750 103 72153.585938 104 57737.671875 105 57632.695312 106 72529.445312 107 81562.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,Cota-Parte do ICMS,MLP,0.9940185546875,"96 1.544613e+06 97 1.523978e+06 98 1.558171e+06 99 1.594482e+06 100 1.642311e+06 101 1.574055e+06 102 1.611754e+06 103 1.634446e+06 104 1.643665e+06 105 1.645729e+06 106 1.636499e+06 107 1.662463e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,Cota-Parte do IPVA,SARIMAX,2.284611940383911,"96 160386.328125 97 151084.109375 98 147238.953125 99 153705.750000 100 138368.765625 101 706700.625000 102 240894.718750 103 274029.281250 104 293206.781250 105 293206.781250 106 293206.781250 107 706700.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,IPTU,Prophet,0.9930939674377441,"87 110271.000000 88 112751.984375 89 34133.335938 90 9383.333008 91 9080.019531 92 8481.315430 93 175213.703125 94 241368.812500 95 211957.171875 96 320352.718750 97 320352.718750 98 320352.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,ISS,XGBoost,0.8816256523132324,"96 68295.453125 97 60634.699219 98 68232.257812 99 107360.257812 100 67670.546875 101 99216.304688 102 99216.304688 103 60634.699219 104 99216.304688 105 107360.257812 106 99216.304688 107 105580.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,ITBI,Prophet,1.0217201709747314,"96 44073.117188 97 37549.410156 98 17698.498047 99 41374.429688 100 38693.070312 101 24583.513672 102 35056.406250 103 38646.179688 104 21739.253906 105 33854.414062 106 33173.007812 107 22894.513672 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do ICMS,XGBoost,0.9261763095855713,"96 970519.5625 97 974891.1875 98 940857.4375 99 868846.3125 100 868542.9375 101 895866.8750 102 901550.6875 103 901778.0000 104 973605.4375 105 952144.8125 106 880133.6875 107 902880.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do IPVA,SARIMAX,1.50541090965271,"96 27075.261719 97 23473.818359 98 18017.773438 99 20951.042969 100 15495.500977 101 297175.781250 102 22782.509766 103 47214.769531 104 42863.597656 105 48188.968750 106 52592.218750 107 356967.750000 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,IPTU,AR,1.361879587173462,"96 8292.973633 97 17003.765625 98 3856.311768 99 3405.100586 100 9018.444336 101 5165.475098 102 15084.143555 103 11981.007812 104 11842.270508 105 10917.771484 106 13657.015625 107 4584.326172 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,ISS,MLP,0.9399023056030273,"96 28106.897972 97 28597.092309 98 27981.806974 99 28691.726007 100 29782.840895 101 27883.906680 102 28557.021025 103 28436.286606 104 28422.627908 105 28412.550980 106 28249.991062 107 28157.998097 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,ITBI,MLP,1.1259198188781738,"96 23322.700387 97 22271.580840 98 24743.221952 99 25392.191063 100 29563.238060 101 24768.450836 102 27796.872620 103 27521.741743 104 28485.769218 105 28483.660158 106 29109.013120 107 27539.782376 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do ICMS,MLP,1.0532965660095215,"96 635348.359266 97 630347.005880 98 639633.556889 99 653320.685587 100 668288.889700 101 659935.827806 102 668828.246361 103 675882.199114 104 682465.007107 105 686452.691871 106 688294.797343 107 691570.905297 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do IPVA,MLP,1.1554145812988281,"90 -2206.743771 91 8743.595781 92 61064.746680 93 58538.951213 94 52622.805974 95 139568.027371 96 65152.884763 97 83716.345725 98 108319.951152 99 126151.756312 100 136625.474608 101 89375.074574 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,IPTU,HWES,1.0695178508758545,"96 4427997.0 97 4427997.0 98 4687285.5 99 4687285.5 100 4131905.0 101 4696118.5 102 4641630.5 103 4641630.5 104 4641630.5 105 4641630.5 106 10597747.0 107 10597747.0 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,ISS,Prophet,1.7225966453552246,"96 9498325.0 97 9534333.0 98 9858915.0 99 10185366.0 100 10188619.0 101 10194681.0 102 10194681.0 103 10194681.0 104 10194681.0 105 10194681.0 106 10194681.0 107 10194681.0 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,ITBI,MLP,1.8741552829742432,"96 2.987518e+06 97 2.955063e+06 98 2.738447e+06 99 2.909385e+06 100 3.099775e+06 101 2.962659e+06 102 2.967623e+06 103 2.932260e+06 104 3.012805e+06 105 3.083843e+06 106 3.101636e+06 107 3.082958e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Cota-Parte do ICMS,MLP,1.8974311351776123,"96 1.080255e+07 97 1.059638e+07 98 1.070209e+07 99 1.097766e+07 100 1.110031e+07 101 1.099955e+07 102 1.112462e+07 103 1.122421e+07 104 1.136792e+07 105 1.143591e+07 106 1.150957e+07 107 1.147166e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Cota-Parte do IPVA,XGBoost,1.6455254554748535,"96 4344493.00 97 3908800.75 98 3113059.00 99 2871648.25 100 2909225.25 101 14036852.00 102 4330164.00 103 4330164.00 104 5220500.00 105 5309984.00 106 5220500.00 107 14032858.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,IPTU,SARIMAX,0.9837086200714111,"92 12044.515625 93 12926.777344 94 8444.692383 95 13178.664062 96 9460.327148 97 11558.130859 98 16419.222656 99 7307.554199 100 11519.937500 101 7307.554199 102 2623.416016 103 1932.352661 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,ISS,MLP,1.8605024814605713,"96 102719.622327 97 88913.979605 98 87274.686249 99 102896.216844 100 30523.303399 101 53002.067144 102 28608.451980 103 30425.394993 104 19651.094078 105 -18754.834628 106 60074.801910 107 29283.338317 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,ITBI,SARIMAX,2.39674711227417,"96 12968.634766 97 12398.631836 98 9192.374023 99 8621.642578 100 14103.650391 101 6174.777832 102 14035.012695 103 16049.338867 104 9612.916992 105 9246.261719 106 12405.814453 107 13915.181641 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do ICMS,MLP,0.9874508380889893,"96 810410.569236 97 795190.556109 98 810662.552252 99 829102.995983 100 869638.694889 101 826108.190194 102 850311.472009 103 865413.015647 104 874900.191190 105 880262.223054 106 873756.299634 107 888974.819458 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do IPVA,MLP,1.2137138843536377,"96 4.803022e+04 97 1.195373e+05 98 1.423617e+05 99 1.681077e+05 100 2.317175e+05 101 6.286910e+05 102 3.397424e+05 103 4.654766e+05 104 5.739762e+05 105 7.066021e+05 106 8.915215e+05 107 1.142144e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,IPTU,HWES,1.4498562812805176,"96 494802.59375 97 468535.46875 98 443092.46875 99 559459.87500 100 567637.81250 101 590178.56250 102 404034.09375 103 404034.09375 104 400464.37500 105 497071.28125 106 493243.43750 107 380136.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,ISS,Prophet,1.0249135494232178,"96 1191297.625 97 1256138.750 98 1164979.625 99 1182101.750 100 1242818.875 101 1333542.375 102 1220472.125 103 1220472.125 104 1184037.750 105 1220472.125 106 1220472.125 107 1308224.125 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,ITBI,SES,2.002737045288086,"96 179161.859375 97 218285.000000 98 286842.187500 99 276706.125000 100 276213.375000 101 260220.390625 102 278216.687500 103 276613.812500 104 216650.734375 105 281282.406250 106 281682.843750 107 238648.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do ICMS,MLP,1.7182183265686035,"96 6.981321e+06 97 6.960169e+06 98 7.148365e+06 99 7.145551e+06 100 7.573392e+06 101 7.016473e+06 102 7.184149e+06 103 7.274308e+06 104 7.197526e+06 105 7.182532e+06 106 7.014722e+06 107 7.332400e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do IPVA,SARIMAX,1.2755024433135986,"96 3521607.25 97 3522812.00 98 3521607.25 99 3521607.25 100 3521607.25 101 4415674.00 102 4415674.00 103 4415674.00 104 4415674.00 105 4415674.00 106 4415674.00 107 4415674.00 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,IPTU,HWES,1.8054640293121338,"96 2619.431641 97 2385.961426 98 7609.069824 99 6569.569336 100 1743.109497 101 3155.002930 102 1809.327271 103 1833.977783 104 6043.514648 105 6547.143066 106 1743.109497 107 3218.897217 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,ISS,SARIMAX,1.816025733947754,"96 24117.003906 97 21454.646484 98 33736.562500 99 33649.097656 100 33649.097656 101 33736.562500 102 33736.562500 103 33736.562500 104 33756.773438 105 33736.562500 106 33756.773438 107 33736.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,ITBI,XGBoost,1.2082056999206543,"96 11222.798828 97 10067.769531 98 4144.491211 99 8528.450195 100 8370.735352 101 7234.694824 102 9341.875977 103 8809.949219 104 7443.034668 105 8809.949219 106 6761.916016 107 6958.613770 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,Cota-Parte do ICMS,MLP,0.9356262683868408,"96 333826.734070 97 329059.918226 98 333594.417401 99 342377.803875 100 348654.602199 101 345355.171091 102 350097.072224 103 354082.837194 104 358701.642742 105 361221.205395 106 363262.947705 107 363616.391909 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,Cota-Parte do IPVA,XGBoost,1.1254169940948486,"96 6488.231934 97 4123.134766 98 3854.906250 99 3847.915039 100 6145.365234 101 65399.609375 102 4705.387695 103 13455.048828 104 15447.966797 105 14179.393555 106 10886.249023 107 71594.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,IPTU,SARIMAX,1.8582353591918945,"95 998519.25000 96 277318.56250 97 328629.53125 98 350587.40625 99 335526.68750 100 271583.06250 101 627261.93750 102 210452.25000 103 425679.03125 104 472446.56250 105 400281.65625 106 210452.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,ISS,SARIMAX,1.1771397590637207,"96 2133200.750 97 2254477.250 98 1972668.000 99 1972668.000 100 2258671.750 101 1973716.375 102 1972668.000 103 1972668.000 104 1973716.375 105 1973716.375 106 1973086.625 107 1973716.375 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,ITBI,HWES,0.9307739734649658,"96 618391.6875 97 623948.8750 98 642144.3125 99 627622.4375 100 642350.6250 101 643978.1875 102 626737.6250 103 643978.1875 104 618397.5625 105 620569.0625 106 623380.5625 107 624272.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,Cota-Parte do ICMS,MLP,1.854074478149414,"96 3.912088e+06 97 3.862343e+06 98 3.946425e+06 99 4.080267e+06 100 4.189577e+06 101 4.139496e+06 102 4.211267e+06 103 4.274090e+06 104 4.333354e+06 105 4.359311e+06 106 4.375848e+06 107 4.376321e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,Cota-Parte do IPVA,XGBoost,2.311189889907837,"96 5.991784e+05 97 5.681478e+05 98 4.550969e+05 99 4.208311e+05 100 3.892338e+05 101 3.262857e+06 102 7.775158e+05 103 7.775158e+05 104 7.174219e+05 105 7.174219e+05 106 1.031413e+06 107 3.263474e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,IPTU,XGBoost,3.0988738536834717,"96 1430.561035 97 2636.433594 98 1571.770264 99 1944.205200 100 4459.616211 101 1037.941162 102 1958.067993 103 781.074219 104 1818.869019 105 877.419983 106 3334.823730 107 1524.720459 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,ISS,MLP,2.0968620777130127,"96 5463.882304 97 6820.604865 98 7299.121105 99 6249.789056 100 7062.550301 101 5782.969763 102 6117.269673 103 6626.729691 104 6500.726715 105 6285.611653 106 6407.036225 107 6339.208498 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,ITBI,XGBoost,1.797741174697876,"96 4218.755859 97 4607.104980 98 3712.873291 99 7576.336426 100 7578.899902 101 9437.451172 102 4031.973633 103 10388.306641 104 3865.846436 105 4504.952637 106 8749.541016 107 10438.985352 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do ICMS,MLP,1.0956172943115234,"96 221724.762025 97 219903.797672 98 222520.618777 99 227694.601671 100 232124.675314 101 228827.531761 102 232232.950550 103 234632.669930 104 237452.366470 105 238941.168558 106 239800.166275 107 240399.400852 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do IPVA,XGBoost,1.0914089679718018,"95 41711.625000 96 45134.906250 97 45112.457031 98 45170.015625 99 45154.132812 100 28660.035156 101 28660.035156 102 28660.035156 103 28660.035156 104 28680.830078 105 28660.035156 106 28660.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,IPTU,SARIMAX,1.357590675354004,"96 5.617675e+05 97 8.226178e+05 98 8.745413e+05 99 8.252262e+05 100 5.462441e+05 101 8.452178e+05 102 1.027268e+06 103 8.791746e+05 104 1.006668e+06 105 9.038968e+05 106 9.562811e+05 107 9.055192e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,ISS,MLP,1.1668305397033691,"96 1.656858e+06 97 1.708168e+06 98 1.714274e+06 99 1.753240e+06 100 1.803228e+06 101 1.852624e+06 102 1.895424e+06 103 1.937167e+06 104 1.985812e+06 105 2.036293e+06 106 2.088017e+06 107 2.140500e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,ITBI,MLP,1.0102646350860596,"96 552116.558642 97 573876.926871 98 634436.065625 99 617091.535457 100 497227.879978 101 583418.362205 102 564428.431838 103 558244.493327 104 531107.981470 105 507149.666051 106 524312.501963 107 514487.151102 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,Cota-Parte do ICMS,MLP,1.0668232440948486,"96 7.280177e+06 97 7.247394e+06 98 7.382432e+06 99 7.545103e+06 100 7.727863e+06 101 7.637298e+06 102 7.731149e+06 103 7.800491e+06 104 7.850295e+06 105 7.869167e+06 106 7.860752e+06 107 7.881882e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,Cota-Parte do IPVA,XGBoost,1.3471097946166992,"96 8.214491e+05 97 8.130139e+05 98 7.689401e+05 99 7.771088e+05 100 4.147854e+05 101 3.545968e+06 102 1.009522e+06 103 1.082146e+06 104 1.082146e+06 105 1.151099e+06 106 1.031309e+06 107 2.664511e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,IPTU,Prophet,1.6076619625091553,"96 1.254445e+06 97 3.582553e+05 98 3.410285e+05 99 3.648359e+05 100 3.241701e+05 101 3.356486e+05 102 1.139131e+06 103 3.508121e+05 104 3.484312e+05 105 3.473138e+05 106 3.473138e+05 107 3.496948e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,ISS,MLP,2.2308897972106934,"96 322040.613010 97 316181.529171 98 278001.799810 99 292322.223580 100 301045.455638 101 248277.307395 102 250560.980765 103 242682.878899 104 259881.250661 105 244093.513561 106 229298.106848 107 255529.638461 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,ITBI,XGBoost,1.8473408222198486,"96 151554.265625 97 155795.828125 98 114708.453125 99 149656.562500 100 144385.343750 101 120576.085938 102 117569.984375 103 95446.398438 104 92636.000000 105 106477.617188 106 87753.789062 107 81448.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do ICMS,XGBoost,1.951763391494751,"96 1295841.750 97 1296603.125 98 1254282.125 99 1259485.500 100 1256928.875 101 1302328.500 102 1296715.500 103 1296603.125 104 1297376.625 105 1296443.375 106 1296443.375 107 1294158.875 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do IPVA,MLP,1.384065866470337,"96 3261.611476 97 145896.376058 98 108354.095346 99 30059.413742 100 95411.816732 101 860144.911008 102 152048.720932 103 279622.972818 104 300279.177752 105 296877.812745 106 391367.161444 107 446764.940962 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,IPTU,HWES,1.0655314922332764,"85 40739.648438 86 19183.195312 87 4565.945801 88 5528.154785 89 7683.237305 90 5253.415527 91 39092.410156 92 7396.928223 93 26040.957031 94 6139.302246 95 26380.154297 96 22470.552734 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,ISS,XGBoost,0.8912007808685303,"96 50180.113281 97 29939.646484 98 28788.207031 99 28824.787109 100 38779.843750 101 38884.183594 102 30264.488281 103 30282.031250 104 38758.871094 105 37878.449219 106 38933.761719 107 38933.761719 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,ITBI,Prophet,1.0921299457550049,"94 19316.064453 95 19086.060547 96 19071.199219 97 19144.498047 98 18654.853516 99 23239.421875 100 19469.363281 101 22667.621094 102 22594.324219 103 22437.755859 104 23069.468750 105 33639.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do ICMS,MLP,0.9774026870727539,"96 504354.889728 97 495757.342437 98 501316.649594 99 515699.362908 100 522036.186980 101 522747.093647 102 528495.844902 103 533923.598796 104 542006.900241 105 546366.345193 106 550930.135550 107 548416.902020 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do IPVA,MLP,1.1666879653930664,"73 -9637.018019 74 -6283.560856 75 11213.697734 76 18178.487464 77 32817.663764 78 26284.994466 79 22358.936282 80 34587.352457 81 42278.365571 82 47175.909994 83 48789.004817 84 46135.354783 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,IPTU,HWES,1.0892674922943115,"96 335395.656250 97 331617.531250 98 337148.875000 99 360793.156250 100 351482.000000 101 65000.843750 102 351001.218750 103 351001.218750 104 351001.218750 105 349248.000000 106 351001.218750 107 60852.925781 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,ISS,SARIMAX,1.9653267860412598,"96 592551.9375 97 602838.2500 98 616381.5625 99 604675.3750 100 604675.3750 101 616401.7500 102 616401.7500 103 616381.5625 104 616381.5625 105 616381.5625 106 616401.7500 107 616381.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,ITBI,SES,0.9379842281341553,"96 181854.140625 97 199641.265625 98 195846.984375 99 212649.234375 100 218338.453125 101 185538.921875 102 177039.984375 103 188481.375000 104 177981.453125 105 199655.296875 106 204786.234375 107 208432.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Cota-Parte do ICMS,SES,0.9648363590240479,"96 2320320.75 97 2330925.50 98 2280156.75 99 2318646.25 100 2279584.25 101 2387859.50 102 2237821.00 103 2271035.75 104 2258620.00 105 2255428.50 106 2256724.50 107 2285841.75 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Cota-Parte do IPVA,SARIMAX,0.9846312999725342,"96 3.922891e+05 97 3.898247e+05 98 3.892351e+05 99 3.892351e+05 100 3.912121e+05 101 2.554962e+06 102 6.321302e+05 103 6.321302e+05 104 6.281109e+05 105 6.512736e+05 106 6.512736e+05 107 1.653196e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,IPTU,SARIMAX,1.7037782669067383,"91 119806.015625 92 116528.312500 93 565305.562500 94 151183.250000 95 126516.171875 96 132561.640625 97 137679.828125 98 137679.828125 99 497323.593750 100 129754.351562 101 131619.593750 102 120077.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,ISS,XGBoost,1.8529198169708252,"96 123523.562500 97 148361.156250 98 114396.203125 99 142717.906250 100 150114.281250 101 151149.390625 102 115748.382812 103 126603.875000 104 114131.914062 105 151149.390625 106 151834.562500 107 151834.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,ITBI,XGBoost,2.024454355239868,"94 14753.654297 95 37714.832031 96 29885.673828 97 27384.865234 98 17892.156250 99 24093.289062 100 6796.850098 101 10486.829102 102 22465.884766 103 9974.094727 104 7965.504395 105 41212.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do ICMS,MLP,1.363896131515503,"96 745983.423691 97 740297.146110 98 750348.265697 99 764278.821058 100 780565.020812 101 770382.202968 102 780215.616256 103 787546.989708 104 794029.576718 105 797762.558901 106 799041.654073 107 802823.175364 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do IPVA,MLP,1.1407866477966309,"96 21848.201088 97 54772.923925 98 60573.706340 99 31221.118820 100 44549.922799 101 197829.987041 102 79232.594575 103 105782.699047 104 120194.808093 105 119262.290403 106 133462.038502 107 112087.141925 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,IPTU,AR,1.219357967376709,"96 1.721075e+06 97 5.871464e+05 98 1.717537e+06 99 6.182157e+05 100 1.824310e+06 101 1.847786e+06 102 1.837660e+06 103 1.329821e+06 104 1.837660e+06 105 1.841850e+06 106 1.837660e+06 107 1.837660e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,ISS,SARIMAX,1.3802380561828613,"96 2101225.50 97 2023731.00 98 2198335.00 99 2223221.25 100 2144218.00 101 2145259.25 102 2147747.25 103 2145259.25 104 2147747.25 105 2147747.25 106 2147747.25 107 2147747.25 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,ITBI,MLP,1.8187804222106934,"96 395194.016069 97 386045.733867 98 359852.944038 99 385963.122460 100 391982.854103 101 367103.169639 102 370805.337629 103 373032.814149 104 382828.406845 105 381513.173958 106 379420.016792 107 386420.872938 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,Cota-Parte do ICMS,MLP,2.400463581085205,"96 8.356342e+06 97 8.208304e+06 98 8.284748e+06 99 8.476062e+06 100 8.694288e+06 101 8.589850e+06 102 8.696675e+06 103 8.780297e+06 104 8.896177e+06 105 8.963138e+06 106 9.032028e+06 107 8.981324e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,Cota-Parte do IPVA,SARIMAX,1.7977561950683594,"96 7.703886e+05 97 7.142641e+05 98 3.071430e+05 99 2.564399e+05 100 7.125504e+05 101 2.974545e+06 102 7.280670e+05 103 8.573744e+05 104 9.014550e+05 105 8.951487e+05 106 7.609262e+05 107 2.876077e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,IPTU,XGBoost,1.0687432289123535,"80 18188.855469 81 17681.611328 82 18004.939453 83 18164.253906 84 64970.351562 85 64960.929688 86 64987.218750 87 64987.218750 88 64987.218750 89 64987.218750 90 65328.882812 91 65328.882812 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,ISS,SARIMAX,1.0445046424865723,"96 6673.054199 97 6566.261719 98 9067.026367 99 6933.069824 100 15887.693359 101 8877.738281 102 6734.564941 103 12192.100586 104 11782.203125 105 9663.021484 106 9520.415039 107 10673.192383 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,ITBI,XGBoost,1.9375576972961426,"84 14777.332031 85 16809.703125 86 12252.294922 87 13182.763672 88 7211.531738 89 7089.741699 90 5205.411621 91 3778.614258 92 7351.319336 93 7568.287109 94 9462.871094 95 12247.254883 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do ICMS,MLP,1.7103612422943115,"96 507691.417669 97 504410.897195 98 517603.155515 99 533866.178799 100 552784.923090 101 545328.585819 102 555768.386487 103 564900.341503 104 571263.615528 105 573997.828528 106 572968.313948 107 576215.762457 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do IPVA,SARIMAX,1.383552074432373,"96 57316.390625 97 54423.687500 98 54423.687500 99 57085.460938 100 52400.878906 101 170300.703125 102 147286.890625 103 147286.890625 104 147286.890625 105 147286.890625 106 145866.812500 107 153578.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,IPTU,MLP,0.8360319137573242,"65 -10225.915904 66 -15316.273171 67 -21347.399592 68 -29566.187407 69 -41838.626686 70 -70685.042172 71 -71676.951937 72 -90822.207761 73 -115128.758961 74 -144828.788890 75 -180978.144548 76 -224226.481205 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,ISS,SES,1.945108413696289,"96 16813.224609 97 17139.867188 98 12097.981445 99 14576.644531 100 13313.899414 101 14539.049805 102 14788.117188 103 15652.116211 104 13024.580078 105 15111.604492 106 14057.646484 107 15079.279297 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,ITBI,XGBoost,4.042217254638672,"95 8532.157227 96 21750.673828 97 32769.882812 98 39818.253906 99 19872.630859 100 8542.190430 101 14009.578125 102 13787.934570 103 19943.109375 104 26389.201172 105 15673.253906 106 8175.122070 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do ICMS,MLP,1.7550275325775146,"96 629161.370485 97 619815.506368 98 631576.946368 99 639780.887762 100 660790.169085 101 621694.629123 102 637310.654623 103 644051.462566 104 643274.190050 105 642034.561668 106 633660.658309 107 648650.032666 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do IPVA,HWES,1.3059759140014648,"96 13885.199219 97 14823.254883 98 14669.484375 99 12026.872070 100 11424.897461 101 171392.781250 102 14422.304688 103 14422.304688 104 16257.995117 105 30130.681641 106 16257.995117 107 163713.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,IPTU,MLP,0.9809632301330566,"96 8.008520e+05 97 3.493057e+05 98 6.278296e+05 99 1.141595e+05 100 -7.789275e+05 101 6.277869e+05 102 7.419190e+05 103 6.987395e+05 104 7.351944e+05 105 7.035658e+05 106 3.589882e+05 107 1.221088e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,ISS,SARIMAX,1.1301372051239014,"96 6709112.5 97 6733165.5 98 6709112.5 99 6787835.0 100 6787835.0 101 6978901.5 102 6787835.0 103 6978901.5 104 6978901.5 105 6978901.5 106 6978901.5 107 6978901.5 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,ITBI,MLP,1.769134759902954,"96 2.112510e+06 97 2.143656e+06 98 2.204660e+06 99 2.279336e+06 100 2.349472e+06 101 2.388540e+06 102 2.447934e+06 103 2.500157e+06 104 2.484695e+06 105 2.550251e+06 106 2.624067e+06 107 2.599163e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do ICMS,MLP,1.765024185180664,"96 1.016224e+07 97 9.846714e+06 98 9.817888e+06 99 1.012413e+07 100 1.005914e+07 101 1.028736e+07 102 1.028447e+07 103 1.032537e+07 104 1.053701e+07 105 1.066370e+07 106 1.082715e+07 107 1.065961e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do IPVA,MLP,2.481649398803711,"96 4.998436e+05 97 1.820320e+06 98 1.838892e+06 99 1.325838e+06 100 2.398643e+06 101 1.004113e+07 102 3.091289e+06 103 4.512674e+06 104 5.216252e+06 105 5.666431e+06 106 7.247492e+06 107 8.497368e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,IPTU,XGBoost,1.7901363372802734,"95 338835.531250 96 102302.187500 97 98008.023438 98 94352.710938 99 82455.015625 100 84057.273438 101 233367.062500 102 168535.593750 103 168812.859375 104 169020.484375 105 114688.929688 106 117215.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,ISS,SES,1.3257606029510498,"96 746159.5000 97 745057.7500 98 710966.7500 99 855147.8125 100 851570.8750 101 855147.8125 102 855147.8125 103 855147.8125 104 855147.8125 105 755594.9375 106 855147.8125 107 755594.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,ITBI,MLP,0.8931670188903809,"96 62263.819580 97 61319.471265 98 61576.573462 99 67064.772001 100 63340.460956 101 61656.350531 102 64326.392459 103 65567.573955 104 66470.779109 105 63828.140644 106 65895.808284 107 67456.887178 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Cota-Parte do ICMS,SES,1.103952169418335,"96 9.742575e+05 97 1.044169e+06 98 9.998836e+05 99 9.748010e+05 100 1.000982e+06 101 9.534982e+05 102 8.282494e+05 103 7.613034e+05 104 7.137902e+05 105 7.264629e+05 106 7.267354e+05 107 7.858772e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Cota-Parte do IPVA,SARIMAX,1.3798658847808838,"96 196573.875000 97 199163.984375 98 203420.078125 99 213828.953125 100 177679.562500 101 928139.562500 102 372710.843750 103 320901.093750 104 372710.843750 105 451778.781250 106 403540.218750 107 878265.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,IPTU,HWES,1.2854835987091064,"91 76829.773438 92 80967.367188 93 46128.085938 94 21623.841797 95 9597.177734 96 13432.561523 97 14156.379883 98 32384.718750 99 13237.075195 100 46487.671875 101 49795.968750 102 98866.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,ISS,MLP,1.159165620803833,"96 111695.832122 97 109812.773837 98 115153.320840 99 115045.185747 100 117469.367446 101 120384.794079 102 110627.489464 103 116807.753894 104 119563.325180 105 118715.132919 106 120685.285294 107 115517.697058 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,ITBI,XGBoost,1.0429399013519287,"96 92177.179688 97 90422.007812 98 76691.367188 99 63321.433594 100 89679.250000 101 92891.789062 102 91263.843750 103 93682.578125 104 93566.578125 105 85918.843750 106 94311.132812 107 76843.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Cota-Parte do ICMS,MLP,1.1648235321044922,"96 600162.146274 97 579984.909532 98 576985.706784 99 594238.686183 100 584935.937648 101 595681.911292 102 598466.140816 103 594696.086621 104 605678.356508 105 610103.377042 106 618157.459410 107 605994.386258 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Cota-Parte do IPVA,MLP,1.772960901260376,"96 11201.068678 97 75255.405244 98 84423.209227 99 79334.280233 100 130237.158484 101 453027.406727 102 154789.268352 103 224948.238834 104 265959.109934 105 301857.424575 106 379890.149940 107 462291.454442 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,IPTU,AR,1.3844904899597168,"85 26938.310547 86 23336.314453 87 14861.864258 88 3389.618652 89 2363.591553 90 3298.357178 91 27635.726562 92 23076.927734 93 24700.722656 94 24285.835938 95 24148.351562 96 23658.833984 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,ISS,SARIMAX,1.9927089214324951,"96 55564.718750 97 54908.820312 98 55016.843750 99 67436.132812 100 67436.132812 101 67436.132812 102 67436.132812 103 67436.132812 104 67436.132812 105 67436.132812 106 67436.132812 107 67436.132812 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,ITBI,XGBoost,1.8622791767120361,"93 18932.126953 94 20025.548828 95 20025.548828 96 18474.769531 97 18907.998047 98 19738.244141 99 18766.759766 100 20317.539062 101 18766.759766 102 20317.539062 103 18766.759766 104 18915.197266 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do ICMS,XGBoost,1.302673578262329,"96 987165.5625 97 905193.3125 98 797986.3125 99 919411.8750 100 807188.3125 101 914060.3125 102 977912.0625 103 953723.2500 104 924488.6875 105 910809.4375 106 877377.8750 107 881036.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do IPVA,MLP,1.9098865985870361,"96 14548.579446 97 -31136.313039 98 43929.102516 99 51162.014219 100 65347.733352 101 239244.554514 102 69815.114049 103 55563.050536 104 108490.628167 105 122746.300917 106 140850.637377 107 151753.361233 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,IPTU,AR,3.506277561187744,"96 570067.37500 97 622328.56250 98 455769.03125 99 566629.93750 100 265087.71875 101 355095.59375 102 284440.78125 103 648248.56250 104 637520.43750 105 279807.50000 106 561933.62500 107 254995.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,ISS,XGBoost,1.2851998805999756,"96 1.455089e+06 97 1.459527e+06 98 1.443579e+06 99 1.073015e+06 100 1.459069e+06 101 1.468252e+06 102 1.425604e+06 103 1.468252e+06 104 1.468252e+06 105 1.039485e+06 106 1.489391e+06 107 1.489391e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,ITBI,SARIMAX,1.1394963264465332,"96 449887.78125 97 548733.12500 98 549209.00000 99 548973.31250 100 558152.81250 101 561101.93750 102 555976.62500 103 555976.62500 104 555976.62500 105 560444.87500 106 555976.62500 107 555976.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do ICMS,XGBoost,1.076744556427002,"96 2411174.75 97 2442944.25 98 2165498.50 99 2165498.50 100 2206390.00 101 2158827.50 102 2158827.50 103 2407016.00 104 2372473.25 105 2372473.25 106 2196496.75 107 2165498.50 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do IPVA,MLP,0.9654386043548584,"96 8.516301e+04 97 4.742128e+05 98 4.814421e+05 99 3.834024e+05 100 6.226790e+05 101 2.493369e+06 102 7.645084e+05 103 1.151450e+06 104 1.304571e+06 105 1.416206e+06 106 1.753487e+06 107 2.084396e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,IPTU,SARIMAX,2.5454390048980713,"95 9.097612e+05 96 8.149358e+05 97 8.155385e+05 98 7.798104e+05 99 5.226917e+05 100 5.186785e+05 101 1.049278e+06 102 6.408692e+05 103 6.860409e+05 104 6.134118e+05 105 4.992138e+05 106 4.878950e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,ISS,MLP,0.9983012676239014,"96 1.032729e+06 97 1.051890e+06 98 1.029574e+06 99 1.054327e+06 100 1.057964e+06 101 1.050231e+06 102 1.058661e+06 103 1.063891e+06 104 1.081747e+06 105 1.079401e+06 106 1.087390e+06 107 1.098871e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,ITBI,HWES,1.0736873149871826,"96 381579.25000 97 413353.25000 98 479653.90625 99 413360.81250 100 349728.43750 101 460371.40625 102 456049.59375 103 403275.59375 104 454106.06250 105 457300.09375 106 404723.56250 107 316652.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Cota-Parte do ICMS,MLP,0.9397931098937988,"96 2.951866e+06 97 2.933709e+06 98 2.980695e+06 99 3.033669e+06 100 3.116299e+06 101 3.054970e+06 102 3.100404e+06 103 3.134679e+06 104 3.157926e+06 105 3.173553e+06 106 3.173607e+06 107 3.204032e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Cota-Parte do IPVA,XGBoost,1.1383824348449707,"96 6.447758e+05 97 5.586736e+05 98 4.384245e+05 99 2.500086e+05 100 2.504091e+05 101 2.893883e+06 102 4.705730e+05 103 6.972622e+05 104 7.228788e+05 105 7.011368e+05 106 7.052409e+05 107 2.151836e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,IPTU,MLP,2.2894768714904785,"74 39257.690932 75 50036.181938 76 38422.132497 77 45519.175121 78 56582.034798 79 72729.188440 80 89991.109321 81 87293.340440 82 118471.722823 83 146902.957645 84 181505.537944 85 221573.001593 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,ISS,XGBoost,3.690300703048706,"96 11523.619141 97 15306.063477 98 25810.019531 99 25902.154297 100 25973.464844 101 25994.664062 102 25994.664062 103 25915.890625 104 25915.890625 105 25915.890625 106 25902.154297 107 25902.154297 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,ITBI,AR,1.211583137512207,"73 5837.254883 74 6501.275879 75 5493.223145 76 6776.578613 77 7157.988281 78 6756.631348 79 6131.589355 80 6131.140625 81 3696.966064 82 3916.654785 83 4812.966309 84 6010.804688 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,Cota-Parte do ICMS,MLP,0.9851486682891846,"96 252170.455104 97 248413.579449 98 251578.379903 99 256218.192059 100 260470.187812 101 257926.488763 102 260681.442504 103 263613.531193 104 266020.845117 105 267314.755822 106 268109.221498 107 269713.252605 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,Cota-Parte do IPVA,SARIMAX,1.5039417743682861,"94 8551.066406 95 2789.751221 96 938.694336 97 7052.515137 98 2840.097656 99 29040.273438 100 8412.921875 101 2649.169434 102 5855.523438 103 7351.539062 104 2102.346680 105 25368.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,IPTU,XGBoost,3.7009997367858887,"88 67150.367188 89 67150.367188 90 67150.367188 91 67150.367188 92 67150.367188 93 67150.367188 94 67150.367188 95 67150.367188 96 67150.367188 97 67150.367188 98 67150.367188 99 67150.367188 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,ISS,Prophet,1.6470532417297363,"96 14811.922852 97 14613.269531 98 11262.942383 99 15091.867188 100 9633.209961 101 15441.015625 102 9774.078125 103 9672.076172 104 15090.625977 105 11399.693359 106 15086.795898 107 9774.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,ITBI,XGBoost,1.0680902004241943,"94 12605.135742 95 19022.138672 96 14117.981445 97 14157.189453 98 22355.285156 99 13502.661133 100 14241.366211 101 11486.283203 102 14478.171875 103 14478.171875 104 15469.515625 105 17732.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do ICMS,MLP,1.0551095008850098,"96 384978.486305 97 379816.291689 98 385133.527346 99 393924.105727 100 401493.646765 101 394232.177738 102 399954.622239 103 403954.366132 104 407846.896929 105 409694.456318 106 410633.692367 107 411855.041972 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do IPVA,MLP,1.5427730083465576,"96 -10524.228805 97 19727.801708 98 22303.883087 99 6262.596730 100 22996.648337 101 119878.873218 102 23066.288005 103 49567.150130 104 57167.923346 105 56448.701801 106 74321.255283 107 73531.438333 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,IPTU,XGBoost,1.0751991271972656,"55 11105.622070 56 113347.085938 57 114315.398438 58 27044.103516 59 27079.093750 60 107686.093750 61 26916.617188 62 137099.062500 63 137099.062500 64 107686.093750 65 107686.093750 66 137099.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,ISS,SES,1.101780652999878,"72 22969.382812 73 25084.886719 74 26710.498047 75 26766.728516 76 28701.195312 77 28701.195312 78 26180.048828 79 28676.917969 80 28701.195312 81 28701.195312 82 24588.451172 83 24588.451172 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,ITBI,HWES,2.104640483856201,"71 18798.193359 72 16629.222656 73 17723.876953 74 22398.771484 75 13504.409180 76 22230.099609 77 17543.580078 78 20296.503906 79 13324.196289 80 15046.600586 81 14592.541016 82 13448.924805 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do ICMS,MLP,1.8215758800506592,"72 500780.186955 73 496457.377765 74 503189.591476 75 515767.817280 76 524007.181715 77 523435.859768 78 529405.975971 79 534438.503092 80 540725.591043 81 544385.460442 82 547691.139093 83 547240.637985 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do IPVA,SARIMAX,2.2746798992156982,"72 40383.082031 73 24765.724609 74 21661.230469 75 25613.839844 76 24720.064453 77 213858.953125 78 38122.312500 79 56809.125000 80 52966.968750 81 79920.562500 82 81163.476562 83 230436.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,IPTU,MLP,1.836428165435791,"86 35682.152855 87 22009.063593 88 14105.301093 89 15010.250837 90 18270.286230 91 24745.882833 92 40611.281248 93 40042.863691 94 45144.948209 95 56076.271802 96 70851.894947 97 90192.081972 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,ISS,AR,1.9172677993774414,"96 12646.263672 97 12241.923828 98 14628.734375 99 13246.163086 100 13862.937500 101 13152.740234 102 13081.106445 103 13009.091797 104 12700.572266 105 12673.318359 106 14305.398438 107 13397.681641 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,ITBI,XGBoost,1.6564195156097412,"87 10238.942383 88 15792.868164 89 15169.687500 90 14582.520508 91 14391.448242 92 14193.991211 93 14921.186523 94 13442.829102 95 13579.424805 96 14851.231445 97 14851.231445 98 13700.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do ICMS,MLP,1.0732004642486572,"96 278224.246025 97 310914.580526 98 296790.685125 99 302741.237646 100 310775.802482 101 305469.697106 102 316446.119886 103 309868.804871 104 314037.932988 105 314703.799404 106 313572.189587 107 316075.897987 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do IPVA,XGBoost,1.0611135959625244,"94 37726.269531 95 62062.523438 96 17803.517578 97 16748.925781 98 14929.399414 99 67358.750000 100 61996.863281 101 30305.132812 102 67274.992188 103 56589.136719 104 44660.046875 105 82987.195312 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,IPTU,HWES,1.3954172134399414,"94 21458.402344 95 16739.126953 96 13030.849609 97 13821.637695 98 10438.734375 99 15229.300781 100 50405.515625 101 16018.538086 102 19431.726562 103 19947.265625 104 16599.808594 105 17131.300781 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,ISS,XGBoost,1.0905108451843262,"96 79369.640625 97 86116.304688 98 86159.828125 99 86159.828125 100 86159.828125 101 84167.304688 102 84167.304688 103 84167.304688 104 84167.304688 105 84167.304688 106 84167.304688 107 84167.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,ITBI,XGBoost,0.939138650894165,"96 11684.133789 97 13215.375000 98 15928.179688 99 11863.460938 100 12843.689453 101 13823.165039 102 15302.914062 103 8236.899414 104 6947.529297 105 6804.283203 106 5081.252930 107 7301.449707 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do ICMS,MLP,1.0892047882080078,"96 514363.530655 97 499174.131335 98 500616.717612 99 516511.768114 100 518640.274116 101 523313.530528 102 526001.433152 103 530772.296565 104 541972.420927 105 548249.099723 106 555774.218919 107 550669.103698 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do IPVA,SARIMAX,2.380511522293091,"96 27135.048828 97 22466.650391 98 13582.878906 99 13674.855469 100 12114.224609 101 129394.296875 102 25433.945312 103 49631.246094 104 41022.437500 105 33228.867188 106 33764.406250 107 147899.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,IPTU,SARIMAX,1.0266809463500977,"87 36344.464844 88 4338.826172 89 3990.227295 90 4003.520508 91 4476.045410 92 2963.640381 93 13934.540039 94 3913.599121 95 3940.736816 96 3940.736816 97 3940.736816 98 4243.108398 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,ISS,Prophet,1.785888433456421,"96 44875.433594 97 47871.699219 98 36801.023438 99 40623.902344 100 42704.589844 101 35349.097656 102 38408.914062 103 35436.898438 104 36383.281250 105 36972.191406 106 35306.695312 107 49198.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,ITBI,XGBoost,1.7475836277008057,"96 12948.667969 97 9274.960938 98 2807.092529 99 18294.595703 100 2121.906006 101 15605.432617 102 13372.102539 103 16838.755859 104 18050.613281 105 217.782196 106 17435.599609 107 3094.022217 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,Cota-Parte do ICMS,MLP,1.2968881130218506,"96 910720.035261 97 900715.681166 98 913762.307995 99 935088.579320 100 954641.046065 101 941675.000729 102 955064.710394 103 965292.835025 104 975582.470870 105 981282.956896 106 984610.919109 107 987859.346968 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,Cota-Parte do IPVA,MLP,1.1949677467346191,"95 13924.793833 96 53938.809253 97 54168.616887 98 51571.664239 99 68101.174998 100 205213.218539 101 83372.751190 102 119242.621479 103 133535.233977 104 147271.801524 105 178146.145673 106 190610.404817 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,IPTU,SARIMAX,1.5217700004577637,"96 8747.530273 97 17504.794922 98 7948.552246 99 8001.271484 100 8587.602539 101 8761.640625 102 5641.402344 103 4816.405273 104 5629.612793 105 6504.323242 106 7219.178223 107 15971.951172 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,ISS,XGBoost,1.223703384399414,"96 62057.960938 97 40716.066406 98 101085.851562 99 85865.718750 100 85971.617188 101 85865.718750 102 85865.718750 103 85865.718750 104 85865.718750 105 85865.718750 106 85865.718750 107 85865.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,ITBI,SES,1.016585111618042,"93 143546.062500 94 94318.054688 95 94045.359375 96 94463.367188 97 93330.562500 98 93544.679688 99 141487.562500 100 94004.914062 101 94004.914062 102 94004.914062 103 94330.546875 104 94257.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do ICMS,XGBoost,0.9370708465576172,"96 1.168768e+06 97 1.170392e+06 98 1.132698e+06 99 1.071011e+06 100 1.048306e+06 101 1.182256e+06 102 1.182256e+06 103 1.170392e+06 104 1.169751e+06 105 1.116269e+06 106 1.147294e+06 107 1.121524e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do IPVA,XGBoost,0.9350080490112305,"96 73933.976562 97 67933.023438 98 67933.023438 99 75780.054688 100 73277.109375 101 229567.546875 102 199800.921875 103 159680.734375 104 159680.734375 105 167426.062500 106 167426.062500 107 199885.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,IPTU,HWES,1.37001371383667,"96 5241327.50 97 2385909.00 98 2581674.00 99 2581674.00 100 3721925.00 101 5608549.00 102 6806331.00 103 3080862.50 104 2774315.75 105 2774315.75 106 4256252.50 107 5608549.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,ISS,MLP,1.4303195476531982,"96 2.215014e+07 97 2.201132e+07 98 2.214707e+07 99 2.227648e+07 100 2.241663e+07 101 2.240744e+07 102 2.246191e+07 103 2.265146e+07 104 2.278518e+07 105 2.296789e+07 106 2.292853e+07 107 2.320896e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,ITBI,SARIMAX,1.0953130722045898,"96 5552378.5 97 5908487.5 98 5707449.0 99 5690033.5 100 5702421.5 101 5594001.5 102 5563971.5 103 5464888.5 104 5697947.0 105 5697947.0 106 5730477.5 107 5564589.5 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do ICMS,MLP,1.1311869621276855,"96 3.928171e+07 97 3.793738e+07 98 3.781234e+07 99 3.894252e+07 100 3.881762e+07 101 3.931088e+07 102 3.922110e+07 103 3.935875e+07 104 4.011905e+07 105 4.050377e+07 106 4.099955e+07 107 4.034617e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.1924371719360352,"96 11569449.0 97 11433436.0 98 10924524.0 99 11060537.0 100 10924524.0 101 37265676.0 102 13301106.0 103 15974441.0 104 15974441.0 105 15974441.0 106 15974441.0 107 37265676.0 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,IPTU,AR,1.4101126194000244,"95 1353018.250 96 1406793.750 97 1400577.500 98 1375702.375 99 1334088.750 100 1426080.875 101 1392229.875 102 1321192.500 103 1321192.500 104 1375702.375 105 1394432.750 106 1332201.250 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,ISS,XGBoost,1.6113901138305664,"96 3895553.50 97 3870901.50 98 3926688.25 99 3905526.00 100 3810952.75 101 3870901.50 102 3870901.50 103 3870901.50 104 3870901.50 105 3870901.50 106 3853771.00 107 3870901.50 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,ITBI,MLP,1.86092209815979,"96 368245.826325 97 386665.166248 98 453547.331380 99 407580.425805 100 407620.698129 101 386435.155084 102 356119.850982 103 400640.862689 104 420006.871107 105 426812.093847 106 446952.638773 107 459339.588246 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Cota-Parte do ICMS,MLP,1.603409767150879,"96 4.084692e+06 97 3.996937e+06 98 3.983572e+06 99 4.102456e+06 100 4.054102e+06 101 4.203089e+06 102 4.212260e+06 103 4.223623e+06 104 4.300895e+06 105 4.351537e+06 106 4.412547e+06 107 4.345398e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Cota-Parte do IPVA,MLP,1.1669998168945312,"96 1.157310e+05 97 4.610805e+05 98 2.494963e+05 99 -2.094637e+05 100 3.154991e+04 101 2.323140e+06 102 2.622961e+05 103 5.351592e+05 104 5.010173e+05 105 2.807224e+05 106 5.448590e+05 107 9.148119e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,IPTU,MLP,1.3927388191223145,"96 2.297387e+05 97 3.871527e+05 98 4.059719e+05 99 4.499129e+05 100 4.901570e+05 101 1.108469e+06 102 5.330291e+05 103 6.420405e+05 104 6.947410e+05 105 7.614465e+05 106 8.249507e+05 107 9.728122e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,ISS,XGBoost,1.045328140258789,"96 557532.6250 97 548111.5000 98 582921.1250 99 658994.1250 100 574548.3750 101 572353.6875 102 572353.6875 103 567559.5625 104 572512.1875 105 574548.3750 106 574548.3750 107 574548.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,ITBI,MLP,1.1766917705535889,"96 128776.634497 97 133425.697846 98 115167.796187 99 114804.692854 100 108506.505973 101 98488.215183 102 116070.812379 103 104034.732023 104 103981.954102 105 103747.322102 106 102796.591916 107 111439.059770 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do ICMS,MLP,1.0894691944122314,"96 2.823005e+06 97 2.801454e+06 98 2.843262e+06 99 2.919300e+06 100 2.976756e+06 101 2.989407e+06 102 3.021923e+06 103 3.054559e+06 104 3.093429e+06 105 3.115544e+06 106 3.132097e+06 107 3.128534e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do IPVA,XGBoost,1.2226383686065674,"96 4.750124e+05 97 4.009199e+05 98 3.762859e+05 99 3.998317e+05 100 3.393099e+05 101 1.237757e+06 102 1.166771e+06 103 9.639606e+05 104 8.301839e+05 105 8.301839e+05 106 8.301839e+05 107 1.237757e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,IPTU,SARIMAX,1.1211042404174805,"75 60724.191406 76 58581.847656 77 58581.847656 78 59406.132812 79 57070.628906 80 46573.753906 81 53980.195312 82 39567.734375 83 39567.734375 84 39567.734375 85 30033.681641 86 42736.617188 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,ISS,MLP,1.4659790992736816,"96 49544.161973 97 49318.458137 98 52382.480564 99 51130.415624 100 51651.372103 101 47820.342076 102 48851.856496 103 48403.326162 104 48494.341287 105 47332.054342 106 47022.843047 107 47020.073674 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,ITBI,HWES,1.2633349895477295,"96 56223.074219 97 55126.175781 98 49062.152344 99 33488.503906 100 49877.542969 101 41857.261719 102 23258.304688 103 23348.386719 104 28419.587891 105 31405.410156 106 29429.017578 107 29561.419922 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do ICMS,MLP,0.9964656829833984,"96 905515.396146 97 894461.665012 98 910520.479795 99 932257.938412 100 957879.090885 101 933756.755886 102 950888.662569 103 963414.992714 104 972862.272494 105 977576.664386 106 977276.931239 107 985766.247349 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do IPVA,MLP,1.0987296104431152,"96 -20952.011899 97 58800.093697 98 57335.155936 99 46583.682333 100 81096.733264 101 388448.473258 102 88419.073036 103 164347.465245 104 190671.092245 105 215714.102926 106 276502.470391 107 340916.284773 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,IPTU,MLP,1.081343412399292,"85 -1272.208931 86 -5876.819350 87 -49258.680320 88 -6150.770419 89 -6311.404605 90 442.233216 91 -1310.963908 92 -1579.118215 93 -12545.717198 94 7678.721798 95 9569.655732 96 13426.451973 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,ISS,SARIMAX,2.3082473278045654,"92 25309.251953 93 25300.072266 94 24030.728516 95 24030.728516 96 32183.824219 97 32064.492188 98 24030.728516 99 25207.296875 100 24030.728516 101 25207.296875 102 32183.824219 103 32183.824219 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,ITBI,XGBoost,1.1445493698120117,"89 28935.886719 90 50544.804688 91 15126.671875 92 11762.711914 93 10453.111328 94 50648.304688 95 8694.518555 96 15274.493164 97 20964.566406 98 31772.357422 99 24462.474609 100 17930.119141 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do ICMS,MLP,0.8880431652069092,"92 455806.295458 93 447571.881273 94 465360.640732 95 487362.069477 96 512790.065028 97 496054.317247 98 514716.081789 99 533279.077598 100 543885.276068 101 548129.528785 102 545140.193421 103 557837.878846 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do IPVA,MLP,2.0910143852233887,"92 9420.140580 93 34890.340722 94 34830.565164 95 32436.603432 96 48573.952607 97 133704.026754 98 61868.492199 99 82681.078661 100 92365.913330 101 104381.549143 102 125039.951475 103 118009.854602 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,IPTU,SARIMAX,1.9275152683258057,"87 13676.658203 88 3897.046631 89 6060.028809 90 5893.820801 91 6000.443359 92 5818.928223 93 9122.764648 94 6552.883301 95 6666.982910 96 3201.552979 97 6207.634277 98 3201.552979 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,ISS,XGBoost,0.8912601470947266,"96 49253.347656 97 75441.757812 98 66528.203125 99 42299.878906 100 34939.945312 101 42299.878906 102 35052.402344 103 66885.812500 104 74118.500000 105 35052.402344 106 71341.382812 107 35052.402344 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,ITBI,MLP,1.3101115226745605,"96 79431.481631 97 83085.791484 98 81486.841362 99 91956.364745 100 100969.704575 101 100441.370589 102 95600.429717 103 106907.556818 104 106369.569713 105 113242.796021 106 116224.506055 107 113089.288767 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,Cota-Parte do ICMS,MLP,1.0739178657531738,"96 800230.293374 97 789718.340444 98 798004.821495 99 818860.157609 100 829087.176624 101 834422.928470 102 842003.493640 103 849489.380312 104 860995.670526 105 867595.391268 106 873842.973184 107 869792.362584 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,Cota-Parte do IPVA,XGBoost,1.448268175125122,"96 39105.066406 97 39598.613281 98 19848.052734 99 26996.628906 100 25155.433594 101 185461.500000 102 49990.425781 103 54350.972656 104 42797.160156 105 42491.746094 106 41882.675781 107 185941.453125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,IPTU,XGBoost,1.7870900630950928,"96 32927.035156 97 47969.808594 98 10476.160156 99 11824.919922 100 12223.576172 101 7470.667480 102 33234.730469 103 32722.417969 104 20885.898438 105 20527.494141 106 20527.296875 107 22051.505859 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,ISS,XGBoost,1.7801403999328613,"96 27518.564453 97 27536.365234 98 24137.802734 99 23525.494141 100 21239.111328 101 23073.468750 102 24496.058594 103 24182.855469 104 26652.654297 105 24729.214844 106 22207.968750 107 24630.248047 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,ITBI,XGBoost,2.2712182998657227,"96 31368.384766 97 18540.007812 98 9667.597656 99 15355.166992 100 12992.592773 101 14301.534180 102 10081.631836 103 11528.330078 104 9899.146484 105 10019.827148 106 10025.860352 107 15864.960938 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do ICMS,MLP,0.9394569396972656,"96 431473.054792 97 442807.599416 98 431946.022718 99 433539.223782 100 458829.685395 101 443872.805516 102 450581.561626 103 452395.869415 104 457571.807848 105 462715.421434 106 461400.558789 107 465469.332067 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do IPVA,MLP,1.093567132949829,"96 2.133112e+05 97 3.173750e+05 98 4.755437e+05 99 7.406752e+05 100 1.151617e+06 101 1.745907e+06 102 2.661251e+06 103 4.082842e+06 104 6.282810e+06 105 9.662313e+06 106 1.482734e+07 107 2.278209e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,IPTU,HWES,1.396728515625,"96 3782.847412 97 2860.531738 98 2903.604248 99 3639.109863 100 3297.195557 101 1818.164673 102 2064.283936 103 2133.050293 104 1954.692139 105 2210.227539 106 2053.188965 107 1366.954102 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,ISS,SARIMAX,1.1357409954071045,"96 108608.781250 97 84598.664062 98 73901.031250 99 104983.328125 100 94511.085938 101 119739.851562 102 94511.085938 103 104983.328125 104 104983.328125 105 94511.085938 106 94511.085938 107 94511.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,ITBI,SES,2.8050005435943604,"82 4732.198730 83 4133.170898 84 3612.027344 85 2057.435791 86 3811.107910 87 4685.953125 88 2750.014893 89 3194.151611 90 1908.683472 91 3584.049316 92 3504.091797 93 2582.697998 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,Cota-Parte do ICMS,MLP,2.3290159702301025,"96 364206.831849 97 359077.935223 98 363108.329402 99 373068.677562 100 377644.671375 101 379910.119619 102 383487.718396 103 386943.395864 104 392241.688608 105 395094.745210 106 397877.897310 107 395608.876197 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,Cota-Parte do IPVA,XGBoost,1.5980091094970703,"96 40072.289062 97 37881.949219 98 12339.777344 99 12917.826172 100 12769.521484 101 160099.156250 102 63220.500000 103 49366.003906 104 24750.261719 105 24750.261719 106 24789.332031 107 160064.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,IPTU,SARIMAX,1.193218469619751,"87 211749.765625 88 26219.437500 89 40496.488281 90 25592.544922 91 22320.316406 92 23005.867188 93 211709.703125 94 22804.218750 95 35521.671875 96 23541.990234 97 23446.658203 98 22616.455078 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,ISS,SARIMAX,1.2021117210388184,"96 37220.800781 97 30445.330078 98 35277.316406 99 37444.468750 100 35587.652344 101 34876.917969 102 34836.058594 103 35592.175781 104 34836.058594 105 34836.058594 106 34836.058594 107 34836.058594 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,ITBI,SARIMAX,1.5085036754608154,"93 4529.629883 94 23944.027344 95 23089.000000 96 22417.677734 97 4599.036621 98 15380.531250 99 12012.893555 100 25763.228516 101 20554.949219 102 23537.001953 103 20765.791016 104 20011.394531 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,Cota-Parte do ICMS,MLP,1.7692677974700928,"96 519723.456178 97 515591.341571 98 522327.887066 99 524236.919950 100 539648.933457 101 564281.685304 102 559498.434353 103 569544.577259 104 575497.725849 105 583408.224872 106 587721.640946 107 583634.024848 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,Cota-Parte do IPVA,MLP,1.274801254272461,"95 5.980606e+04 96 8.241417e+04 97 1.671782e+05 98 2.251116e+05 99 2.847132e+05 100 5.511845e+05 101 5.762539e+05 102 8.217251e+05 103 1.179094e+06 104 1.650644e+06 105 2.305478e+06 106 3.111152e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,IPTU,HWES,1.3543431758880615,"94 162330.140625 95 222610.171875 96 151498.562500 97 221745.375000 98 170466.453125 99 213350.906250 100 203731.812500 101 217947.468750 102 194826.109375 103 251789.312500 104 241423.125000 105 181584.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,ISS,MLP,0.8744885921478271,"96 208677.478114 97 224298.702710 98 251014.006748 99 259563.082577 100 250598.396837 101 16789.411507 102 137111.435065 103 101463.364412 104 43893.838909 105 -13010.621209 106 -57504.984039 107 202308.000809 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,ITBI,SARIMAX,1.0012872219085693,"96 79665.390625 97 89419.796875 98 79314.742188 99 78191.750000 100 78874.578125 101 73692.773438 102 78863.726562 103 73692.773438 104 80805.953125 105 77925.921875 106 79503.515625 107 81071.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Cota-Parte do ICMS,MLP,1.9754908084869385,"96 567027.690945 97 542309.410497 98 444527.307704 99 441339.499982 100 350706.487030 101 424213.948970 102 432500.685318 103 407888.874493 104 416119.949627 105 423008.214001 106 458549.179018 107 518599.379552 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Cota-Parte do IPVA,MLP,2.3947594165802,"96 137515.763133 97 170710.859973 98 427934.393211 99 176215.241492 100 300409.525224 101 634315.954042 102 375495.334594 103 448326.615365 104 483676.660003 105 526279.484989 106 650329.231546 107 642346.527698 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,IPTU,SARIMAX,1.7383239269256592,"93 21585.138672 94 19905.570312 95 16802.314453 96 44226.437500 97 16536.576172 98 18274.447266 99 8519.686523 100 9319.607422 101 9149.622070 102 63976.328125 103 8476.327148 104 8678.589844 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,ISS,AR,1.0913031101226807,"96 27598.880859 97 18019.384766 98 31177.683594 99 25664.798828 100 27784.527344 101 28119.525391 102 27968.082031 103 27011.710938 104 29892.933594 105 26922.572266 106 25113.720703 107 39327.136719 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,ITBI,SARIMAX,1.2209768295288086,"96 19640.160156 97 14800.467773 98 24096.619141 99 25467.820312 100 15181.142578 101 19769.699219 102 18752.927734 103 26093.611328 104 17523.064453 105 16961.728516 106 25338.455078 107 20954.236328 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,Cota-Parte do ICMS,MLP,1.009516954421997,"96 485267.622092 97 476694.732110 98 480141.235637 99 491956.343063 100 495193.893212 101 496084.657172 102 500045.463169 103 503483.779448 104 509944.891035 105 513342.746506 106 517251.912193 107 513760.539671 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,Cota-Parte do IPVA,MLP,1.1982576847076416,"96 14672.859792 97 57134.850618 98 52973.685924 99 32130.348669 100 65139.872974 101 286489.876088 102 91424.386367 103 131777.876375 104 148583.996982 105 158393.129081 106 203928.205173 107 237083.098869 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,IPTU,SARIMAX,1.119218349456787,"93 212075.265625 94 195733.562500 95 49857.386719 96 181520.921875 97 106728.625000 98 172325.796875 99 77986.734375 100 79476.109375 101 177413.406250 102 71543.656250 103 59667.300781 104 66799.515625 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,ISS,MLP,2.2645299434661865,"96 190711.601004 97 202000.261929 98 213643.015136 99 224159.822027 100 238771.643268 101 256703.325527 102 270530.747704 103 286530.229076 104 309568.986810 105 324987.311815 106 353829.079467 107 374621.000288 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,ITBI,SES,1.9123406410217285,"96 77981.609375 97 57075.234375 98 49695.097656 99 52907.191406 100 52481.613281 101 46698.988281 102 56580.308594 103 55526.613281 104 64589.871094 105 47600.414062 106 56051.011719 107 53465.753906 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do ICMS,MLP,1.0768601894378662,"96 1.107560e+06 97 1.083877e+06 98 1.082944e+06 99 1.112466e+06 100 1.107073e+06 101 1.138906e+06 102 1.141316e+06 103 1.146772e+06 104 1.167317e+06 105 1.181688e+06 106 1.197996e+06 107 1.184774e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.5280382633209229,"96 110203.281250 97 99326.257812 98 97952.523438 99 82202.570312 100 82202.570312 101 288991.656250 102 268863.375000 103 249461.500000 104 249461.500000 105 249461.500000 106 249461.500000 107 281853.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,IPTU,SARIMAX,0.9503223896026611,"96 571224.7500 97 609132.6875 98 575994.1875 99 598878.4375 100 591738.6250 101 978335.0625 102 596912.3125 103 589772.5000 104 598878.4375 105 601645.9375 106 602634.7500 107 947802.2500 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,ISS,SARIMAX,1.3239288330078125,"96 1120212.750 97 1174626.125 98 1488115.000 99 1466201.750 100 1433374.875 101 1488115.000 102 1466201.750 103 1488115.000 104 1433374.875 105 1433374.875 106 1488115.000 107 1433374.875 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,ITBI,MLP,0.9558377265930176,"96 380361.847232 97 453181.253689 98 474279.174671 99 407694.093879 100 440665.889867 101 362056.060547 102 396079.468334 103 436913.152549 104 438634.414984 105 457360.085391 106 469564.268577 107 505709.920401 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,Cota-Parte do ICMS,MLP,1.6963911056518555,"96 6.193712e+06 97 6.097633e+06 98 6.166588e+06 99 6.326946e+06 100 6.419885e+06 101 6.385128e+06 102 6.461018e+06 103 6.525871e+06 104 6.612733e+06 105 6.659575e+06 106 6.704120e+06 107 6.689071e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,Cota-Parte do IPVA,SARIMAX,2.5291547775268555,"96 1.001618e+06 97 9.886152e+05 98 7.297512e+05 99 6.836165e+05 100 4.717234e+05 101 2.359383e+06 102 1.902730e+06 103 1.773904e+06 104 1.424539e+06 105 1.490690e+06 106 1.012320e+06 107 2.359383e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,IPTU,XGBoost,1.7993013858795166,"91 4748.763184 92 5100.024902 93 5418.292480 94 5473.601074 95 5531.843750 96 230.017944 97 1753.119507 98 1652.592529 99 2522.857178 100 2689.125244 101 3399.837402 102 8398.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,ISS,XGBoost,0.9509172439575195,"96 124963.968750 97 115787.710938 98 105245.921875 99 108461.078125 100 93186.039062 101 105855.414062 102 96576.437500 103 88859.367188 104 105830.726562 105 96331.953125 106 105830.726562 107 88834.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,ITBI,XGBoost,1.1494231224060059,"94 33229.054688 95 23510.835938 96 8447.952148 97 23544.240234 98 49106.308594 99 45382.796875 100 36938.542969 101 17973.953125 102 24573.804688 103 17504.039062 104 33873.453125 105 37631.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,Cota-Parte do ICMS,MLP,1.0260872840881348,"96 652406.907501 97 648549.129442 98 659492.627065 99 670269.830524 100 690650.680938 101 669444.064216 102 681408.793289 103 688966.073537 104 692893.534080 105 695440.657617 106 693382.596685 107 702718.639295 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,Cota-Parte do IPVA,SARIMAX,1.4839072227478027,"96 12861.120117 97 5012.350098 98 5106.461914 99 5937.072266 100 4236.405273 101 43078.562500 102 4736.638672 103 3839.091064 104 13384.423828 105 13838.230469 106 12914.970703 107 47397.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,IPTU,SARIMAX,1.3724806308746338,"83 108961.304688 84 111605.210938 85 105064.687500 86 34255.753906 87 17070.541016 88 21102.755859 89 67799.242188 90 65500.558594 91 94276.156250 92 103153.773438 93 101704.445312 94 141919.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,ISS,SARIMAX,1.022519826889038,"96 71597.765625 97 78396.320312 98 77955.914062 99 78554.609375 100 77538.015625 101 77524.281250 102 71597.765625 103 77538.015625 104 71597.765625 105 71597.765625 106 71597.765625 107 71597.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,ITBI,SARIMAX,1.2288503646850586,"96 34193.496094 97 41597.855469 98 33292.875000 99 34822.808594 100 21419.886719 101 21419.886719 102 22664.455078 103 19145.238281 104 38102.898438 105 31798.859375 106 38117.664062 107 23802.591797 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do ICMS,MLP,1.9843394756317139,"96 686510.897579 97 708312.108676 98 708413.508697 99 730618.316478 100 736366.710024 101 747557.852347 102 760077.794026 103 782676.917133 104 778847.079013 105 786980.336240 106 795896.001016 107 789408.425118 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do IPVA,MLP,1.2351582050323486,"96 65139.644486 97 207027.573238 98 103617.478081 99 95530.879220 100 148259.564128 101 315148.543926 102 242025.307876 103 298270.767261 104 333214.303568 105 392501.297459 106 497214.548476 107 586447.831209 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,IPTU,SARIMAX,1.180755615234375,"95 4.910131e+05 96 5.905251e+05 97 8.627987e+05 98 5.193948e+05 99 6.416438e+05 100 1.307905e+06 101 7.462549e+05 102 7.302827e+05 103 7.766102e+05 104 7.310806e+05 105 6.456332e+05 106 6.517785e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,ISS,MLP,2.087994337081909,"96 5.230762e+06 97 5.836146e+06 98 8.639016e+06 99 7.857562e+06 100 1.100965e+07 101 1.331676e+07 102 1.605114e+07 103 1.991282e+07 104 2.400982e+07 105 2.992463e+07 106 3.743002e+07 107 4.632180e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,ITBI,MLP,1.3276832103729248,"95 567021.526004 96 608716.174526 97 641052.948131 98 398020.642851 99 522946.251055 100 636741.734209 101 534771.725748 102 493921.347592 103 443323.363382 104 593063.632034 105 540317.302526 106 455702.093685 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,Cota-Parte do ICMS,MLP,1.083373785018921,"96 1.221547e+07 97 1.224672e+07 98 1.247736e+07 99 1.253804e+07 100 1.307591e+07 101 1.229260e+07 102 1.255183e+07 103 1.264770e+07 104 1.257515e+07 105 1.254378e+07 106 1.233004e+07 107 1.266579e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,Cota-Parte do IPVA,XGBoost,1.1184101104736328,"96 7.513931e+05 97 6.553168e+05 98 3.181807e+05 99 4.060376e+05 100 2.654774e+05 101 2.414392e+06 102 9.312520e+05 103 9.588638e+05 104 5.001994e+05 105 7.396396e+05 106 4.957845e+05 107 2.874588e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,IPTU,SARIMAX,1.0918083190917969,"88 10646.934570 89 14346.657227 90 25042.591797 91 25646.630859 92 10492.025391 93 10678.815430 94 10482.473633 95 10254.934570 96 23614.876953 97 35530.992188 98 10482.473633 99 9840.106445 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,ISS,XGBoost,1.6880905628204346,"96 16047.215820 97 25463.636719 98 26382.496094 99 35729.648438 100 27666.259766 101 22380.623047 102 12807.009766 103 21736.525391 104 21716.845703 105 21736.525391 106 21716.845703 107 21705.464844 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,ITBI,XGBoost,1.5522406101226807,"95 271133.843750 96 73341.804688 97 67609.117188 98 73734.695312 99 70083.421875 100 73944.062500 101 72180.093750 102 77181.132812 103 73413.234375 104 77181.132812 105 188337.859375 106 73413.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,Cota-Parte do ICMS,MLP,1.1462345123291016,"96 9.699866e+05 97 9.136915e+05 98 9.345239e+05 99 9.680657e+05 100 9.943362e+05 101 1.004941e+06 102 1.000661e+06 103 1.024129e+06 104 1.041872e+06 105 1.050229e+06 106 1.055877e+06 107 1.050801e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,Cota-Parte do IPVA,XGBoost,1.1749680042266846,"96 146037.468750 97 145693.656250 98 145403.687500 99 145499.390625 100 145499.390625 101 145555.156250 102 145555.156250 103 145555.156250 104 145572.781250 105 145572.781250 106 145491.812500 107 145555.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,IPTU,XGBoost,1.1394691467285156,"86 103905.414062 87 113614.562500 88 100894.906250 89 64003.078125 90 29200.943359 91 30016.878906 92 98063.882812 93 98063.882812 94 98063.882812 95 65183.085938 96 29809.302734 97 29809.302734 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,ISS,MLP,1.480851173400879,"96 48161.840808 97 27422.389578 98 43494.673572 99 37725.430801 100 46999.800858 101 32169.975989 102 37857.294493 103 62753.097912 104 46205.705473 105 56052.744904 106 46296.592085 107 63994.752810 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,ITBI,MLP,1.4851043224334717,"96 17691.025505 97 20823.584004 98 26319.331637 99 20933.170423 100 24143.342887 101 23394.079759 102 21199.980929 103 23358.273151 104 24311.303925 105 21218.545822 106 22856.770408 107 21557.555990 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do ICMS,MLP,1.227545976638794,"96 623642.557399 97 621088.700394 98 637763.412182 99 644695.158804 100 676107.573497 101 642582.778293 102 657410.686351 103 666758.752357 104 665741.293769 105 666634.073772 106 658346.473448 107 678278.325756 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do IPVA,AR,1.8703060150146484,"96 84510.757812 97 61190.464844 98 61042.781250 99 24083.470703 100 24083.470703 101 234645.421875 102 122673.476562 103 79092.539062 104 79092.539062 105 69840.312500 106 72534.875000 107 234043.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,IPTU,AR,2.0831964015960693,"96 225006.437500 97 595172.312500 98 256030.046875 99 224926.671875 100 322622.156250 101 293005.218750 102 291522.406250 103 709622.312500 104 306540.656250 105 278924.875000 106 252492.906250 107 286086.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,ISS,SARIMAX,1.5337803363800049,"96 1.026813e+06 97 1.755146e+06 98 1.755842e+06 99 1.755842e+06 100 1.756136e+06 101 1.756605e+06 102 1.755337e+06 103 1.755337e+06 104 1.755337e+06 105 1.755337e+06 106 1.755630e+06 107 1.754640e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,ITBI,XGBoost,1.0754811763763428,"96 308743.875000 97 304434.781250 98 189605.093750 99 311810.531250 100 243235.937500 101 314563.812500 102 253227.437500 103 126909.367188 104 362474.343750 105 252291.609375 106 370330.375000 107 253616.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do ICMS,XGBoost,1.3868086338043213,"96 5285118.0 97 5476247.5 98 5303596.0 99 5290139.0 100 5242863.0 101 5603628.5 102 5603628.5 103 5473468.5 104 5429674.0 105 5429674.0 106 5429674.0 107 5509547.5 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do IPVA,XGBoost,2.5011980533599854,"96 4.130773e+05 97 3.018550e+05 98 2.564325e+05 99 2.367618e+05 100 2.331691e+05 101 1.277004e+06 102 5.110313e+05 103 4.420757e+05 104 4.219041e+05 105 4.532310e+05 106 4.304373e+05 107 1.277004e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,IPTU,AR,2.972599506378174,"94 213959.125000 95 212950.437500 96 214294.390625 97 237794.609375 98 207805.156250 99 187601.984375 100 187601.984375 101 187601.984375 102 187601.984375 103 212839.750000 104 197562.781250 105 197562.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,ISS,MLP,1.6000449657440186,"96 850221.259827 97 824481.166337 98 833267.789137 99 826940.971595 100 837925.781502 101 789664.588647 102 813955.275056 103 855332.264367 104 855559.208565 105 858505.012006 106 851918.714997 107 915321.881133 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,ITBI,MLP,1.0449421405792236,"96 7.021214e+05 97 7.616858e+05 98 9.018771e+05 99 1.151642e+06 100 7.002148e+05 101 1.226140e+06 102 1.228046e+06 103 1.305393e+06 104 1.379202e+06 105 1.347473e+06 106 1.549428e+06 107 1.633263e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Cota-Parte do ICMS,XGBoost,1.129218578338623,"96 3177882.75 97 2963713.50 98 2936317.25 99 2934006.75 100 2713878.25 101 2956774.50 102 3209341.75 103 2961403.25 104 3204128.25 105 2959490.75 106 2959490.75 107 2719757.00 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Cota-Parte do IPVA,XGBoost,1.087761402130127,"96 759343.875 97 728217.750 98 588652.125 99 563175.875 100 556195.000 101 1808820.500 102 1808185.875 103 1808185.875 104 1808185.875 105 1808185.875 106 1808185.875 107 1808185.875 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,IPTU,MLP,1.469240665435791,"90 3.416620e+06 91 8.243200e+05 92 1.014522e+06 93 1.414129e+06 94 1.751870e+06 95 2.374163e+06 96 4.355715e+06 97 3.870983e+06 98 5.097096e+06 99 6.789293e+06 100 8.963678e+06 101 1.193113e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,ISS,MLP,1.031808853149414,"96 9.792340e+05 97 1.099650e+06 98 1.047991e+06 99 1.106086e+06 100 1.132543e+06 101 1.155738e+06 102 1.205390e+06 103 1.230580e+06 104 1.224277e+06 105 1.254949e+06 106 1.269105e+06 107 1.329335e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,ITBI,MLP,2.544013738632202,"95 374369.106483 96 430736.136916 97 389614.063846 98 378289.054209 99 350718.749046 100 434969.862099 101 420132.010625 102 407406.419194 103 387989.735041 104 396994.199932 105 412991.705742 106 413397.441091 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Cota-Parte do ICMS,MLP,1.9626145362854004,"96 4.195841e+06 97 4.085000e+06 98 4.104340e+06 99 4.199725e+06 100 4.245794e+06 101 4.177249e+06 102 4.202080e+06 103 4.229858e+06 104 4.280080e+06 105 4.295871e+06 106 4.305962e+06 107 4.281838e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Cota-Parte do IPVA,MLP,1.7734978199005127,"96 -1.521417e+05 97 1.425665e+05 98 1.221587e+05 99 6.962606e+04 100 1.242036e+05 101 1.130312e+06 102 5.182251e+04 103 3.030365e+05 104 3.350092e+05 105 3.465725e+05 106 4.474521e+05 107 7.102293e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,IPTU,HWES,2.5758543014526367,"94 9101.775391 95 18784.763672 96 1875.204712 97 1875.204712 98 1738.724854 99 12378.674805 100 19503.207031 101 18503.076172 102 6980.929688 103 5118.948242 104 7166.586426 105 24403.556641 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,ISS,SARIMAX,1.032235860824585,"96 32104.482422 97 34338.878906 98 28404.462891 99 32128.958984 100 32120.919922 101 32128.958984 102 32128.958984 103 32128.958984 104 31034.966797 105 32128.958984 106 32128.958984 107 31034.966797 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,ITBI,XGBoost,2.0543344020843506,"96 4747.750000 97 4305.357910 98 7086.355957 99 4063.804443 100 4388.296387 101 3879.881104 102 4849.308105 103 4843.461914 104 3912.325684 105 4341.139648 106 4355.311035 107 5406.345703 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do ICMS,XGBoost,2.094451904296875,"95 692268.3750 96 686223.3750 97 675342.1250 98 682262.5625 99 682262.5625 100 722035.8125 101 710752.1250 102 698304.1875 103 694775.9375 104 684252.5000 105 689347.3750 106 699205.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do IPVA,MLP,2.2413926124572754,"94 6709.824788 95 59359.575505 96 57723.679629 97 72943.975154 98 114931.383149 99 282352.486948 100 140487.323462 101 198740.722792 102 236716.486023 103 289785.483328 104 363566.073514 105 389145.083030 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,IPTU,MLP,1.2919480800628662,"92 559893.130742 93 557503.728577 94 509389.203883 95 464934.687579 96 595993.633611 97 606794.262679 98 623573.865544 99 633669.125363 100 643619.015931 101 651830.280522 102 685245.951439 103 702455.134112 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,ISS,MLP,1.2857751846313477,"96 2.772884e+06 97 3.033812e+06 98 3.377672e+06 99 -3.559388e+05 100 1.896011e+06 101 2.395467e+06 102 1.005890e+06 103 1.527110e+05 104 -1.160601e+06 105 3.616187e+06 106 6.047489e+05 107 -6.171961e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,ITBI,XGBoost,1.1069416999816895,"96 371228.90625 97 379032.68750 98 320256.21875 99 384353.03125 100 377175.03125 101 407907.21875 102 471803.00000 103 459894.81250 104 465147.62500 105 365248.50000 106 493843.78125 107 383759.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do ICMS,MLP,1.2040791511535645,"96 3.630266e+06 97 3.590340e+06 98 3.733315e+06 99 3.893620e+06 100 3.941047e+06 101 3.949991e+06 102 4.009158e+06 103 4.067263e+06 104 4.128722e+06 105 4.134590e+06 106 4.125908e+06 107 4.129356e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do IPVA,MLP,1.2570600509643555,"96 -229038.880599 97 -31214.249616 98 -26175.581839 99 -199978.616112 100 -208111.036445 101 339477.374576 102 -418554.898055 103 -289972.103040 104 -349857.226650 105 -497028.529640 106 -553985.326645 107 -659644.232359 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,IPTU,XGBoost,1.0869660377502441,"96 533835.75000 97 547446.93750 98 544699.25000 99 512733.06250 100 497422.96875 101 519697.03125 102 597536.31250 103 510304.78125 104 589978.43750 105 609604.37500 106 649135.00000 107 571970.37500 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,ISS,SARIMAX,1.2699973583221436,"96 9.569438e+05 97 9.912676e+05 98 9.487254e+05 99 9.897398e+05 100 1.022698e+06 101 1.034872e+06 102 1.033329e+06 103 1.041918e+06 104 1.033329e+06 105 1.041918e+06 106 1.041918e+06 107 1.041918e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,ITBI,MLP,1.0756158828735352,"96 490855.039238 97 448544.802837 98 536393.767284 99 568526.057116 100 582670.872303 101 544166.887203 102 570848.521244 103 620229.036440 104 610953.131964 105 615015.876981 106 621610.757402 107 659724.979682 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,Cota-Parte do ICMS,MLP,1.0021495819091797,"96 1.940751e+06 97 1.895250e+06 98 1.909272e+06 99 1.962107e+06 100 1.976328e+06 101 1.963204e+06 102 1.981854e+06 103 1.998402e+06 104 2.027741e+06 105 2.041175e+06 106 2.058446e+06 107 2.045480e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,Cota-Parte do IPVA,MLP,1.0654523372650146,"96 6.195943e+04 97 2.449124e+05 98 1.351838e+05 99 -2.062889e+05 100 -1.358010e+05 101 1.239135e+06 102 9.997314e+02 103 1.235621e+05 104 8.551092e+04 105 -1.084906e+05 106 -3.147085e+04 107 1.010811e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,IPTU,SARIMAX,1.8841438293457031,"91 58579.175781 92 56977.851562 93 45560.097656 94 11122.904297 95 18024.060547 96 26066.216797 97 36223.382812 98 36223.382812 99 21100.931641 100 31386.863281 101 30072.529297 102 32194.480469 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,ISS,XGBoost,2.130471706390381,"96 95637.343750 97 98833.398438 98 95311.062500 99 90153.843750 100 95380.781250 101 95296.523438 102 95737.835938 103 91294.710938 104 98833.398438 105 95296.523438 106 95737.835938 107 91294.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,ITBI,HWES,1.5651967525482178,"96 258409.937500 97 145451.390625 98 145911.375000 99 175116.484375 100 72307.242188 101 83087.796875 102 152373.093750 103 152373.093750 104 152373.093750 105 214520.250000 106 82842.460938 107 89186.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,Cota-Parte do ICMS,MLP,0.9609217643737793,"96 1.218396e+06 97 1.205522e+06 98 1.258956e+06 99 1.331316e+06 100 1.347120e+06 101 1.308636e+06 102 1.349228e+06 103 1.380844e+06 104 1.393507e+06 105 1.385961e+06 106 1.385962e+06 107 1.404147e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,Cota-Parte do IPVA,XGBoost,1.8896431922912598,"96 133536.687500 97 121181.531250 98 126401.187500 99 130827.812500 100 127224.601562 101 482917.781250 102 292008.468750 103 292008.468750 104 210765.859375 105 173548.687500 106 173548.687500 107 417352.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,IPTU,SARIMAX,1.2676641941070557,"94 195583.093750 95 89227.851562 96 94577.937500 97 90905.632812 98 148432.109375 99 249120.250000 100 249392.984375 101 166939.218750 102 301890.593750 103 315992.843750 104 197165.531250 105 288203.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,ISS,MLP,1.178213357925415,"96 313748.796032 97 327497.061341 98 324428.457451 99 298080.877996 100 291125.147353 101 300328.754004 102 298027.585078 103 294902.596450 104 282915.999428 105 267627.728440 106 285060.010683 107 288152.977607 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,ITBI,MLP,0.988713264465332,"96 157875.643252 97 152241.625169 98 149767.335234 99 162665.205630 100 85364.344056 101 159027.171788 102 127285.900301 103 124878.490863 104 120724.765136 105 103418.132147 106 152428.529442 107 108216.480000 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Cota-Parte do ICMS,MLP,0.9321558475494385,"96 2.073663e+06 97 2.039106e+06 98 2.069952e+06 99 2.126352e+06 100 2.171829e+06 101 2.161437e+06 102 2.189621e+06 103 2.219385e+06 104 2.251370e+06 105 2.269987e+06 106 2.283819e+06 107 2.289650e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Cota-Parte do IPVA,MLP,1.1418917179107666,"96 -83460.250140 97 121923.025224 98 74938.449407 99 30295.730016 100 64484.399286 101 846584.675205 102 89137.636688 103 249651.083688 104 266931.133984 105 284354.944240 106 347131.227446 107 345878.535343 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,IPTU,SARIMAX,1.328629493713379,"94 7657.871582 95 8043.074219 96 7860.318359 97 7737.811523 98 7140.040039 99 8657.720703 100 7592.020996 101 7486.366211 102 16578.060547 103 17690.664062 104 8571.864258 105 8579.788086 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,ISS,XGBoost,0.9840824604034424,"96 19067.216797 97 17249.259766 98 17283.333984 99 19067.216797 100 23667.458984 101 23667.458984 102 23667.458984 103 23667.458984 104 23667.458984 105 23667.458984 106 23667.458984 107 23667.458984 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,ITBI,SARIMAX,1.7060847282409668,"93 5618.257812 94 3101.416992 95 5601.995605 96 5912.783691 97 6421.611816 98 10857.891602 99 6352.401855 100 6123.147949 101 4081.863525 102 11182.317383 103 6086.723633 104 5565.920410 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Cota-Parte do ICMS,MLP,1.128718376159668,"96 604268.235638 97 598122.061151 98 607936.611011 99 624940.748470 100 637878.811808 101 636780.321439 102 644620.570293 103 651807.440186 104 659819.491762 105 663902.542295 106 666657.037640 107 665611.918420 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Cota-Parte do IPVA,XGBoost,1.318434238433838,"95 59343.835938 96 60240.777344 97 58778.144531 98 60240.777344 99 58778.144531 100 138786.875000 101 138810.546875 102 138810.546875 103 135213.031250 104 138810.546875 105 135301.796875 106 138721.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,IPTU,SARIMAX,1.0487864017486572,"91 598235.06250 92 756685.93750 93 426530.43750 94 568288.00000 95 313738.78125 96 263028.93750 97 462712.28125 98 464805.46875 99 570770.75000 100 507061.65625 101 541140.12500 102 392340.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,ISS,MLP,2.014345169067383,"96 1.492119e+06 97 1.774853e+06 98 1.509927e+06 99 1.466489e+06 100 1.502534e+06 101 1.520951e+06 102 1.567910e+06 103 1.467239e+06 104 1.559012e+06 105 1.637053e+06 106 1.578369e+06 107 1.632228e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,ITBI,MLP,0.9559247493743896,"90 351931.317448 91 412255.734671 92 374318.674552 93 360547.559389 94 353723.026221 95 348075.690156 96 374703.777114 97 369584.524243 98 352949.229728 99 357561.209800 100 361023.924193 101 369722.415288 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Cota-Parte do ICMS,MLP,1.178778886795044,"96 4.824860e+06 97 4.708133e+06 98 4.700123e+06 99 4.826872e+06 100 4.790774e+06 101 4.916015e+06 102 4.919578e+06 103 4.933285e+06 104 5.013732e+06 105 5.062999e+06 106 5.122260e+06 107 5.044649e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Cota-Parte do IPVA,XGBoost,1.224445104598999,"96 1049102.875 97 1378989.000 98 1072577.250 99 1085542.000 100 1085708.125 101 2765834.250 102 1130206.250 103 2438838.500 104 1375525.125 105 1511388.250 106 1511388.250 107 2762732.000 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,IPTU,XGBoost,1.3186275959014893,"96 50805.171875 97 639859.125000 98 127240.523438 99 41107.152344 100 309411.531250 101 86515.226562 102 77207.203125 103 640123.812500 104 47801.246094 105 108575.250000 106 820790.687500 107 37922.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,ISS,MLP,1.8594138622283936,"96 74172.646953 97 73214.051741 98 71427.509796 99 74401.982640 100 77057.722113 101 70427.943543 102 73178.931887 103 73418.318584 104 75304.572346 105 74105.513125 106 73258.659576 107 76912.397693 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,ITBI,MLP,2.398643732070923,"96 107367.958378 97 58091.814309 98 80698.088200 99 54865.630359 100 55628.309430 101 77438.962071 102 45401.260639 103 55457.362903 104 48006.725386 105 54399.470824 106 57071.054784 107 47906.436964 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do ICMS,MLP,2.0003957748413086,"96 529935.653035 97 524459.423449 98 532555.047426 99 542834.388480 100 556426.247128 101 541043.535643 102 550188.842540 103 555975.180713 104 560010.681959 105 562128.417301 106 561619.095019 107 566767.602755 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do IPVA,MLP,1.7111244201660156,"96 29081.172599 97 105409.865774 98 114939.417904 99 120360.178764 100 176438.425673 101 584568.885212 102 221050.756529 103 312534.366576 104 361181.178451 105 418055.201233 106 514505.155037 107 603182.717835 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,IPTU,XGBoost,1.1542422771453857,"93 36716.480469 94 44000.867188 95 31382.152344 96 31018.232422 97 34922.164062 98 31181.902344 99 38466.304688 100 38726.816406 101 29044.636719 102 29044.636719 103 29082.927734 104 31143.613281 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,ISS,XGBoost,0.9769749641418457,"96 43508.957031 97 48559.691406 98 48001.191406 99 43860.656250 100 42901.316406 101 41945.117188 102 37286.398438 103 34241.000000 104 31848.044922 105 38838.281250 106 32539.802734 107 39317.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,ITBI,MLP,1.4723336696624756,"96 38022.361096 97 33360.945763 98 31748.686460 99 33790.756602 100 39182.319225 101 37388.552481 102 33058.549165 103 32729.330404 104 34388.564192 105 34014.963877 106 32321.132869 107 29210.985525 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do ICMS,XGBoost,1.0532982349395752,"96 626540.2500 97 654366.3125 98 655732.0000 99 642435.4375 100 645866.5000 101 632741.0625 102 651602.1875 103 654366.3125 104 623104.6875 105 625236.1875 106 626440.4375 107 656094.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do IPVA,MLP,1.1057140827178955,"96 10309.931783 97 46382.816048 98 34636.592592 99 16251.089332 100 51732.396345 101 250436.907938 102 66167.596890 103 97827.691390 104 102719.481422 105 104161.056880 106 136882.586031 107 151370.671381 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,IPTU,MLP,1.2768375873565674,"82 65417.827302 83 57096.871961 84 36146.392600 85 14821.840630 86 -16351.799250 87 -138838.879728 88 -68252.981143 89 -103465.417645 90 -147515.911858 91 -194595.580573 92 -247864.638727 93 -265124.859359 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,ISS,XGBoost,0.9372072219848633,"87 57276.546875 88 55783.445312 89 58796.152344 90 55930.804688 91 55832.742188 92 52239.417969 93 44759.457031 94 48502.039062 95 45138.273438 96 48776.437500 97 48776.437500 98 50026.300781 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,ITBI,MLP,1.8106436729431152,"87 -47244.491018 88 50684.755537 89 -198264.424105 90 -80350.924998 91 -258453.920815 92 -297157.262267 93 -144782.048157 94 -487143.119010 95 91270.792270 96 -164138.734308 97 364995.074944 98 725943.474639 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,Cota-Parte do ICMS,MLP,2.0153350830078125,"87 633927.997314 88 667428.763685 89 652870.588522 90 647290.218245 91 659183.100947 92 649559.604584 93 673641.388349 94 677327.597256 95 678098.900281 96 688139.670279 97 696393.618488 98 706191.472918 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,Cota-Parte do IPVA,XGBoost,2.4287798404693604,"86 20624.542969 87 17398.181641 88 13956.269531 89 15146.763672 90 15146.763672 91 24986.031250 92 72813.750000 93 63987.003906 94 62514.859375 95 40219.148438 96 57913.894531 97 70851.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,IPTU,SARIMAX,1.3759868144989014,"89 2680.943604 90 2377.125488 91 2534.905273 92 3559.842285 93 40382.976562 94 1899.816650 95 2074.172119 96 1998.132690 97 2227.398926 98 1861.569702 99 40194.156250 100 2227.398926 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,ISS,XGBoost,2.760195016860962,"96 27479.267578 97 27479.267578 98 27486.701172 99 27479.267578 100 27468.626953 101 27467.195312 102 27486.701172 103 27479.267578 104 27479.267578 105 27479.267578 106 27479.267578 107 27486.701172 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,ITBI,SES,1.7599413394927979,"94 26271.310547 95 28392.968750 96 28657.263672 97 22371.474609 98 22393.394531 99 31790.841797 100 20520.785156 101 22220.636719 102 22220.636719 103 22371.474609 104 22371.474609 105 22247.056641 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do ICMS,MLP,1.5883564949035645,"96 428684.406438 97 423358.429709 98 430575.880117 99 441459.813193 100 451512.039139 101 443236.061717 102 450503.743059 103 455863.197973 104 460588.596241 105 462825.387666 106 463700.897805 107 465704.328272 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do IPVA,MLP,1.4957947731018066,"96 991.892724 97 13964.338663 98 12856.974189 99 9134.381854 100 19304.656039 101 95320.149336 102 20164.767584 103 33415.486568 104 37727.819676 105 40885.078004 106 53419.498722 107 64906.450365 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,IPTU,SARIMAX,1.2657005786895752,"96 502141.90625 97 493401.87500 98 499994.78125 99 501617.18750 100 490464.78125 101 489157.71875 102 484983.21875 103 484983.21875 104 484983.21875 105 494152.53125 106 487261.43750 107 489563.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,ISS,SARIMAX,2.2027437686920166,"96 426133.78125 97 434422.43750 98 432661.84375 99 435787.65625 100 435787.65625 101 435787.65625 102 435268.46875 103 435787.65625 104 435787.65625 105 435787.65625 106 429477.03125 107 429477.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,ITBI,HWES,1.0494129657745361,"96 98463.320312 97 95465.265625 98 88751.843750 99 95892.781250 100 92498.171875 101 92948.781250 102 96258.429688 103 95137.960938 104 94642.671875 105 118858.703125 106 96300.875000 107 91767.429688 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,Cota-Parte do ICMS,MLP,0.9802143573760986,"96 1.856250e+06 97 1.847949e+06 98 1.879621e+06 99 1.922995e+06 100 1.979117e+06 101 1.962742e+06 102 1.991543e+06 103 2.018222e+06 104 2.042070e+06 105 2.058450e+06 106 2.065654e+06 107 2.080870e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,Cota-Parte do IPVA,XGBoost,1.436793327331543,"96 4.214969e+05 97 4.128638e+05 98 3.362526e+05 99 3.239311e+05 100 2.979098e+05 101 1.412186e+06 102 8.968053e+05 103 8.968053e+05 104 5.086040e+05 105 5.110400e+05 106 4.875507e+05 107 1.309691e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,IPTU,AR,1.7460789680480957,"96 9.824627e+05 97 7.998992e+05 98 8.971298e+05 99 8.874718e+05 100 9.470797e+05 101 8.247642e+05 102 1.052259e+06 103 6.354371e+05 104 6.438559e+05 105 6.397337e+05 106 8.713501e+05 107 6.771118e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,ISS,SARIMAX,2.0977423191070557,"96 2080456.00 97 2146549.75 98 2140232.50 99 2211515.25 100 2374151.25 101 2472386.25 102 2375027.50 103 2389971.50 104 2389971.50 105 2389971.50 106 2389971.50 107 2240156.25 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,ITBI,HWES,1.2726860046386719,"96 673648.0625 97 728422.8750 98 746726.3750 99 592388.6250 100 624875.0625 101 750273.5625 102 756427.3750 103 754824.5625 104 754824.5625 105 643935.5625 106 624483.8125 107 754824.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,Cota-Parte do ICMS,MLP,1.0549671649932861,"96 5.499936e+06 97 5.449466e+06 98 5.535976e+06 99 5.642988e+06 100 5.782362e+06 101 5.601938e+06 102 5.706742e+06 103 5.764329e+06 104 5.801769e+06 105 5.818337e+06 106 5.806855e+06 107 5.862946e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,Cota-Parte do IPVA,MLP,1.6572723388671875,"96 1.392764e+05 97 9.210415e+05 98 7.004717e+05 99 3.580757e+05 100 5.276851e+05 101 4.104577e+06 102 8.113932e+05 103 1.472556e+06 104 1.565868e+06 105 1.548796e+06 106 1.909472e+06 107 2.436849e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,IPTU,AR,1.3494279384613037,"96 80422.679688 97 80753.617188 98 80966.757812 99 81031.492188 100 81173.304688 101 72825.289062 102 78644.023438 103 78785.828125 104 95728.554688 105 78724.132812 106 78724.132812 107 69283.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,ISS,XGBoost,1.3440864086151123,"96 59559.757812 97 55805.300781 98 44290.312500 99 47004.031250 100 51976.914062 101 59270.511719 102 51976.914062 103 44042.308594 104 52224.917969 105 54598.707031 106 44042.308594 107 44042.308594 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,ITBI,SES,2.607902765274048,"96 18608.699219 97 19455.285156 98 22365.273438 99 24284.138672 100 19319.912109 101 25530.583984 102 27250.564453 103 29148.603516 104 17387.017578 105 17151.683594 106 31825.648438 107 17090.986328 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do ICMS,XGBoost,1.9466197490692139,"96 610475.2500 97 639426.9375 98 622486.1250 99 629754.0000 100 622486.1250 101 641630.9375 102 631958.0000 103 639621.3750 104 631958.0000 105 631958.0000 106 631958.0000 107 641759.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do IPVA,MLP,1.5663542747497559,"96 4090.383976 97 49874.110673 98 41210.841655 99 39524.875783 100 65749.916805 101 295999.748843 102 76101.022301 103 122124.345338 104 132377.280284 105 150043.751426 106 187092.453791 107 234426.226294 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,IPTU,HWES,1.280505657196045,"95 4470.519531 96 3687.827148 97 4080.166504 98 3329.550049 99 6963.093262 100 4782.979004 101 5995.500977 102 9133.379883 103 11107.525391 104 9189.823242 105 6731.499512 106 10590.758789 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,ISS,MLP,1.9720933437347412,"96 29116.420621 97 32735.530775 98 30377.143422 99 34346.049408 100 32483.641574 101 32994.311211 102 33283.546215 103 31141.073213 104 32038.712339 105 29104.713274 106 28621.884060 107 27053.218787 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,ITBI,MLP,1.125340223312378,"93 21504.740910 94 25438.576053 95 33618.243466 96 24370.469711 97 33973.698806 98 22550.236504 99 27899.914292 100 27311.144964 101 23190.651838 102 25118.352251 103 20720.388503 104 23366.250419 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do ICMS,MLP,1.2926898002624512,"96 534080.868610 97 536080.273464 98 548855.000798 99 559496.608623 100 580821.573214 101 563676.256035 102 574731.820096 103 581425.399145 104 583826.610296 105 585273.526168 106 582160.402452 107 591282.749045 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do IPVA,MLP,1.0920379161834717,"96 5571.299842 97 26106.065977 98 13695.518271 99 5131.585436 100 14002.986503 101 100970.389329 102 32345.150328 103 48945.460277 104 48900.893676 105 49889.730091 106 55750.602345 107 56337.668346 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,IPTU,SARIMAX,2.0270862579345703,"93 21998.001953 94 21684.716797 95 6679.213379 96 3698.086914 97 3752.631104 98 8449.327148 99 22302.894531 100 23546.730469 101 8823.865234 102 13481.386719 103 14307.105469 104 9493.505859 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,ISS,MLP,1.230863332748413,"96 89457.714249 97 71688.738623 98 89332.846943 99 87256.826209 100 89078.712409 101 71431.983993 102 66738.472934 103 78873.864200 104 62927.382533 105 65978.330006 106 63865.660146 107 65758.912442 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,ITBI,Prophet,1.2553865909576416,"80 12355.884766 81 73283.781250 82 14716.814453 83 22961.259766 84 29945.763672 85 13008.526367 86 38966.906250 87 43132.843750 88 38358.855469 89 92199.960938 90 229338.531250 91 24429.164062 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do ICMS,MLP,0.994492769241333,"96 617542.730953 97 618793.408044 98 628435.824810 99 645842.366207 100 663266.355929 101 652341.074845 102 665045.335641 103 673233.409990 104 680114.113542 105 683704.961736 106 684744.648355 107 688500.724381 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do IPVA,SARIMAX,1.161759614944458,"92 37452.382812 93 137985.796875 94 31725.703125 95 31725.703125 96 31725.703125 97 117441.250000 98 79105.992188 99 117318.460938 100 79107.500000 101 79107.500000 102 79107.500000 103 117318.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,IPTU,HWES,1.2145214080810547,"95 14800.833008 96 28710.164062 97 21141.095703 98 26832.443359 99 11309.525391 100 11701.818359 101 9108.028320 102 14750.430664 103 12156.790039 104 14750.430664 105 12163.727539 106 12183.769531 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,ISS,MLP,1.0863151550292969,"96 151599.176058 97 129250.984471 98 137587.931446 99 149983.673425 100 137028.974994 101 134635.919021 102 124722.671758 103 134886.585012 104 135484.009001 105 125565.173940 106 131507.710069 107 131483.303181 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,ITBI,XGBoost,1.3593573570251465,"96 29520.564453 97 29520.564453 98 30437.837891 99 27701.253906 100 39554.691406 101 52609.734375 102 39554.691406 103 39554.691406 104 34247.882812 105 34247.882812 106 31511.292969 107 31511.292969 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do ICMS,MLP,1.118565320968628,"96 852698.677018 97 850324.500490 98 871791.949422 99 875516.078863 100 923092.914439 101 870940.198659 102 888803.653865 103 900886.000504 104 896818.707934 105 897532.242481 106 884038.835613 107 915592.884031 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do IPVA,MLP,1.4467229843139648,"96 19909.331617 97 32032.661056 98 16078.432538 99 -2979.924044 100 6358.031304 101 102381.716633 102 20311.369877 103 30929.034758 104 28542.637984 105 22415.532752 106 32405.324861 107 35403.419008 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,IPTU,XGBoost,2.117157220840454,"96 155654.812500 97 155870.812500 98 141074.984375 99 155462.765625 100 138941.890625 101 159874.078125 102 159338.062500 103 147259.375000 104 166165.531250 105 180254.171875 106 196726.796875 107 136845.921875 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,ISS,XGBoost,1.8158013820648193,"96 287410.71875 97 291337.90625 98 287794.62500 99 291787.25000 100 287794.62500 101 287256.84375 102 291651.81250 103 287174.25000 104 291651.81250 105 291787.25000 106 287794.62500 107 291651.81250 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,ITBI,HWES,1.6707282066345215,"96 223669.968750 97 226303.437500 98 171014.906250 99 128654.101562 100 128638.898438 101 128638.898438 102 128654.101562 103 128638.898438 104 128638.898438 105 128638.898438 106 128638.898438 107 128638.898438 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do ICMS,XGBoost,1.1066136360168457,"96 1203868.000 97 1206912.375 98 1206625.125 99 1167700.125 100 1205284.750 101 1212218.000 102 1217031.000 103 1222219.750 104 1217711.250 105 1196028.125 106 1200684.500 107 1206912.375 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do IPVA,XGBoost,1.5426950454711914,"96 225672.328125 97 396737.031250 98 396518.500000 99 476573.375000 100 397813.437500 101 476573.375000 102 304479.812500 103 475885.718750 104 476360.750000 105 476573.375000 106 476229.500000 107 476573.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,IPTU,SARIMAX,1.1372520923614502,"96 1477241.125 97 1444508.125 98 1385148.625 99 1324441.000 100 1325346.500 101 1298630.000 102 1335804.125 103 1321600.750 104 1318405.625 105 1318405.625 106 1274171.250 107 1318405.625 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,ISS,SARIMAX,2.602506160736084,"96 1924668.625 97 1770818.875 98 1926123.750 99 1807265.500 100 1807265.500 101 1804881.000 102 1804881.000 103 1926123.750 104 1926123.750 105 1926123.750 106 1926123.750 107 1926123.750 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,ITBI,XGBoost,1.1153385639190674,"96 709887.00000 97 645361.75000 98 601419.62500 99 467768.40625 100 553370.50000 101 649284.93750 102 455273.62500 103 452356.81250 104 467416.18750 105 519050.37500 106 564253.43750 107 476049.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,Cota-Parte do ICMS,MLP,1.1268665790557861,"96 3.452712e+06 97 3.502547e+06 98 3.540396e+06 99 3.553730e+06 100 3.496378e+06 101 3.650240e+06 102 3.678675e+06 103 3.858315e+06 104 3.772947e+06 105 3.712558e+06 106 3.927725e+06 107 3.870481e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,Cota-Parte do IPVA,SARIMAX,0.9624629020690918,"87 7.495413e+05 88 7.032766e+05 89 6.864464e+05 90 6.307802e+05 91 6.703285e+05 92 2.373134e+06 93 1.042387e+06 94 9.432944e+05 95 1.032136e+06 96 1.032136e+06 97 1.125159e+06 98 2.038094e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,IPTU,XGBoost,0.9849810600280762,"88 514141.843750 89 896561.812500 90 435187.343750 91 434228.187500 92 589317.750000 93 589403.875000 94 293238.031250 95 83657.914062 96 83657.914062 97 462177.406250 98 561636.562500 99 942523.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,ISS,MLP,1.1224145889282227,"92 6.580454e+06 93 4.519217e+06 94 5.799565e+06 95 5.838966e+06 96 4.102154e+06 97 2.873584e+06 98 3.338267e+06 99 5.180197e+06 100 3.104321e+06 101 2.422794e+06 102 3.907447e+06 103 5.009374e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,ITBI,MLP,1.0719749927520752,"92 246303.056815 93 231398.268968 94 260159.277255 95 231224.596367 96 268732.334645 97 259602.459569 98 269070.591291 99 275634.495433 100 279090.380766 101 284268.523802 102 289049.729428 103 291880.283464 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do ICMS,Prophet,1.1161696910858154,"92 1779720.250 93 1784247.875 94 1725236.000 95 1922541.625 96 1884219.000 97 2145688.500 98 1868876.250 99 1907852.250 100 1858736.000 101 1850642.625 102 1861816.250 103 1917727.250 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do IPVA,MLP,1.090564250946045,"92 153535.572389 93 304362.560771 94 191120.022105 95 59353.863345 96 82668.843831 97 587197.969945 98 310679.707694 99 385723.355170 100 439488.780147 101 460433.496217 102 551552.882232 103 329971.862975 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,IPTU,HWES,1.369473934173584,"96 314230.93750 97 292265.81250 98 281978.56250 99 293632.09375 100 276146.06250 101 791981.68750 102 289194.09375 103 279890.00000 104 316778.40625 105 289596.87500 106 319136.56250 107 730394.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,ISS,SARIMAX,1.3263022899627686,"96 361047.84375 97 350799.15625 98 365047.93750 99 362418.43750 100 361241.53125 101 361241.53125 102 365838.40625 103 365915.53125 104 365851.87500 105 365915.53125 106 365838.40625 107 365838.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,ITBI,MLP,0.9983866214752197,"96 7.027288e+05 97 8.317701e+05 98 9.541645e+05 99 7.652733e+05 100 9.769755e+05 101 9.657708e+05 102 9.621354e+05 103 1.021673e+06 104 1.006255e+06 105 9.790064e+05 106 1.067462e+06 107 1.020123e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do ICMS,MLP,1.0346887111663818,"96 4.605334e+06 97 4.538772e+06 98 4.579422e+06 99 4.696385e+06 100 4.746590e+06 101 4.776637e+06 102 4.817137e+06 103 4.857780e+06 104 4.924890e+06 105 4.964282e+06 106 5.003426e+06 107 4.978983e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do IPVA,SARIMAX,2.0340113639831543,"96 7.489417e+05 97 6.037163e+05 98 4.481756e+05 99 4.481756e+05 100 4.038534e+05 101 1.894067e+06 102 1.461259e+06 103 1.135050e+06 104 7.527307e+05 105 7.527307e+05 106 7.527307e+05 107 1.764647e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,IPTU,AR,1.3556632995605469,"96 2923743.25 97 3031883.00 98 3029942.25 99 3036303.75 100 3045738.00 101 3051716.75 102 2975263.00 103 2988061.75 104 2988061.75 105 2989122.25 106 2990399.00 107 2990399.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,ISS,MLP,1.2185883522033691,"96 2.081299e+06 97 2.008751e+06 98 2.110372e+06 99 2.021155e+06 100 1.917878e+06 101 1.863372e+06 102 1.911498e+06 103 1.946064e+06 104 1.876620e+06 105 1.913584e+06 106 1.977149e+06 107 2.018638e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,ITBI,XGBoost,0.9648094177246094,"96 762406.0625 97 783545.5625 98 805750.5000 99 784525.4375 100 775638.2500 101 742066.6875 102 722958.0000 103 721567.5625 104 719125.6875 105 706555.6875 106 749563.6875 107 640545.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,Cota-Parte do ICMS,MLP,1.0433857440948486,"96 4.928495e+06 97 4.836460e+06 98 4.873651e+06 99 5.014662e+06 100 4.945588e+06 101 5.108804e+06 102 5.129654e+06 103 5.169415e+06 104 5.250227e+06 105 5.294412e+06 106 5.323564e+06 107 5.354839e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,Cota-Parte do IPVA,XGBoost,1.1576268672943115,"96 1.617540e+06 97 1.414036e+06 98 1.324762e+06 99 1.235814e+06 100 9.612907e+05 101 4.519032e+06 102 3.305416e+06 103 1.602460e+06 104 1.656984e+06 105 1.771525e+06 106 1.651212e+06 107 4.517870e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,IPTU,MLP,1.890148639678955,"96 1.577530e+06 97 4.301227e+06 98 5.434754e+06 99 5.753051e+06 100 5.723624e+06 101 6.071402e+06 102 5.163358e+06 103 6.567824e+06 104 7.202654e+06 105 7.474340e+06 106 7.625030e+06 107 7.782253e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,ISS,MLP,2.670947313308716,"96 8.104442e+06 97 7.964339e+06 98 8.208236e+06 99 8.324755e+06 100 8.270507e+06 101 8.182828e+06 102 8.325790e+06 103 8.349797e+06 104 8.449214e+06 105 8.523082e+06 106 8.590098e+06 107 8.784653e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,ITBI,MLP,2.7344398498535156,"96 1.560301e+06 97 1.606167e+06 98 1.543976e+06 99 1.557574e+06 100 1.486667e+06 101 1.671901e+06 102 1.624873e+06 103 1.591341e+06 104 1.629560e+06 105 1.653238e+06 106 1.766135e+06 107 1.726360e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do ICMS,SARIMAX,1.4357402324676514,"96 15247417.0 97 14341916.0 98 14346312.0 99 13265107.0 100 13320039.0 101 14151696.0 102 14151696.0 103 14328667.0 104 15247417.0 105 14183859.0 106 14190138.0 107 13287796.0 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do IPVA,MLP,1.1821503639221191,"96 7.028023e+05 97 1.310448e+06 98 1.157208e+06 99 3.226907e+05 100 5.692055e+05 101 6.768526e+06 102 1.369975e+06 103 2.073593e+06 104 2.463931e+06 105 2.251873e+06 106 2.869591e+06 107 3.271136e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,IPTU,HWES,1.1614692211151123,"92 53564.707031 93 51203.867188 94 86411.835938 95 88768.906250 96 108994.046875 97 108994.046875 98 108994.046875 99 109000.523438 100 109000.523438 101 109000.523438 102 109000.523438 103 108863.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ISS,XGBoost,1.388427972793579,"96 24935.265625 97 58434.058594 98 58902.160156 99 58773.210938 100 29152.496094 101 29118.361328 102 29116.777344 103 58713.023438 104 58713.023438 105 58713.023438 106 59042.765625 107 58711.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ITBI,SARIMAX,1.93990159034729,"92 36636.566406 93 20556.664062 94 21049.625000 95 20604.011719 96 22326.609375 97 19029.025391 98 20824.509766 99 61272.628906 100 18995.966797 101 22602.048828 102 18963.242188 103 19018.398438 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do ICMS,MLP,1.0350749492645264,"96 693194.661369 97 704311.269064 98 715846.037319 99 722116.699797 100 753434.718822 101 717951.124831 102 734757.097163 103 739172.551310 104 740884.625291 105 742138.578853 106 734590.853050 107 753593.091543 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do IPVA,MLP,1.082348346710205,"96 5782.315790 97 48631.595769 98 25184.448363 99 32919.014007 100 35435.828988 101 131548.178849 102 49350.420867 103 65780.391875 104 67204.803064 105 74372.122503 106 81465.425874 107 66585.999311 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,IPTU,SARIMAX,1.1134319305419922,"87 111844.265625 88 591093.562500 89 81569.531250 90 67018.507812 91 64387.773438 92 55769.703125 93 182379.312500 94 222422.687500 95 175705.171875 96 181290.546875 97 61607.285156 98 132010.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,ISS,MLP,1.6999566555023193,"96 172314.659522 97 187250.070487 98 176319.550700 99 172219.541336 100 180262.477861 101 180404.493670 102 188737.763941 103 185510.283204 104 174939.050391 105 189523.164526 106 189239.314498 107 192900.906818 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,ITBI,XGBoost,1.1948997974395752,"96 127447.257812 97 128367.320312 98 128809.343750 99 115904.531250 100 117954.937500 101 116732.046875 102 116818.390625 103 116708.773438 104 115898.156250 105 116024.046875 106 116177.812500 107 116577.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,Cota-Parte do ICMS,MLP,0.9310867786407471,"96 9.905406e+05 97 9.250589e+05 98 9.661899e+05 99 9.878441e+05 100 1.000677e+06 101 9.921463e+05 102 9.996098e+05 103 1.022300e+06 104 1.032871e+06 105 1.040576e+06 106 1.048600e+06 107 1.045987e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,Cota-Parte do IPVA,MLP,1.1461756229400635,"93 150039.580794 94 135614.954673 95 141405.348939 96 140213.766003 97 240800.651203 98 560176.594980 99 225637.771880 100 350250.944728 101 357112.837232 102 386582.216518 103 451738.981572 104 304206.937447 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,IPTU,MLP,1.2762444019317627,"96 40698.000201 97 23410.374103 98 -71626.665153 99 49738.946035 100 94710.214676 101 82739.461281 102 40816.963124 103 38826.280899 104 3442.329214 105 65909.847371 106 70835.544452 107 64573.724889 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,ISS,Prophet,1.2881369590759277,"96 173497.031250 97 198874.312500 98 195134.796875 99 190945.453125 100 190437.062500 101 211122.890625 102 185920.046875 103 185920.046875 104 185920.046875 105 210282.812500 106 185920.046875 107 186602.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,ITBI,XGBoost,1.1649231910705566,"96 99986.859375 97 113732.781250 98 87360.625000 99 84130.140625 100 99735.132812 101 86312.679688 102 102685.351562 103 66787.382812 104 98237.828125 105 114706.062500 106 98364.984375 107 107566.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,Cota-Parte do ICMS,MLP,1.353421926498413,"96 1.884337e+06 97 1.869456e+06 98 1.897296e+06 99 1.941953e+06 100 1.982675e+06 101 1.973127e+06 102 1.996709e+06 103 2.017022e+06 104 2.038296e+06 105 2.050287e+06 106 2.057281e+06 107 2.059774e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,Cota-Parte do IPVA,MLP,2.2441797256469727,"96 -5729.090533 97 97994.223880 98 44654.000768 99 -37971.193677 100 12615.422504 101 530688.541417 102 44159.257138 103 133363.511011 104 119240.889592 105 80816.805273 106 138006.937390 107 272329.132593 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,IPTU,SARIMAX,2.153148889541626,"84 1410.488037 85 803.918701 86 1142.777100 87 -56.908474 88 6263.928223 89 2058.592773 90 1650.666382 91 3680.395264 92 1918.566040 93 2677.905029 94 3869.316406 95 3177.276367 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,ISS,Prophet,1.571535587310791,"96 47607.328125 97 47613.371094 98 45096.449219 99 47860.507812 100 45096.449219 101 48708.890625 102 45096.449219 103 45096.449219 104 45096.449219 105 45096.449219 106 45096.449219 107 45096.449219 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,ITBI,XGBoost,1.7703282833099365,"92 16893.933594 93 16919.123047 94 16948.800781 95 16948.800781 96 16915.187500 97 16901.203125 98 17264.718750 99 17242.634766 100 17238.638672 101 17238.638672 102 17242.634766 103 17242.634766 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do ICMS,XGBoost,2.412498712539673,"96 741672.1250 97 720937.6250 98 719144.1250 99 689343.7500 100 614810.5625 101 710983.6875 102 718102.4375 103 689343.7500 104 742450.1250 105 710856.3125 106 710884.0625 107 733595.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do IPVA,AR,1.8822109699249268,"96 30195.082031 97 30523.064453 98 31460.824219 99 31460.824219 100 31460.824219 101 176322.875000 102 40014.125000 103 37312.644531 104 37312.644531 105 42025.078125 106 42025.078125 107 137742.265625 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,IPTU,AR,2.1841373443603516,"71 24284.285156 72 47992.246094 73 7662.450684 74 39387.265625 75 10597.891602 76 46153.929688 77 38133.265625 78 13237.729492 79 5156.677246 80 3292.812744 81 5156.677246 82 3919.416260 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,ISS,XGBoost,1.1210510730743408,"80 259445.265625 81 258593.781250 82 258593.781250 83 259437.390625 84 259437.390625 85 349550.875000 86 259437.390625 87 259354.187500 88 259437.390625 89 259437.390625 90 259437.390625 91 349844.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,ITBI,XGBoost,0.9646954536437988,"80 142620.937500 81 144262.437500 82 147982.171875 83 144308.187500 84 142974.015625 85 159505.046875 86 142961.265625 87 159458.250000 88 142974.015625 89 144308.187500 90 144308.187500 91 144308.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Cota-Parte do ICMS,XGBoost,1.7419652938842773,"80 1.117534e+06 81 1.074551e+06 82 1.107573e+06 83 1.111248e+06 84 1.121077e+06 85 1.118576e+06 86 1.069779e+06 87 1.047728e+06 88 1.046770e+06 89 1.043698e+06 90 1.042207e+06 91 1.052242e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Cota-Parte do IPVA,MLP,1.0660176277160645,"80 155414.856631 81 272791.159311 82 227782.257449 83 146374.903368 84 280055.665096 85 692029.497502 86 396788.570702 87 481727.057603 88 540568.695505 89 575564.677288 90 698854.230540 91 514483.469442 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,IPTU,Prophet,1.6922390460968018,"90 32907.363281 91 182349.937500 92 117848.101562 93 35346.281250 94 35346.281250 95 36493.105469 96 25724.908203 97 139502.703125 98 139502.703125 99 23847.648438 100 23847.648438 101 25724.908203 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,ISS,MLP,1.0417234897613525,"96 -9.338243e+05 97 -1.142763e+06 98 -1.418627e+06 99 -1.780288e+06 100 -1.045225e+06 101 -1.290954e+06 102 1.536082e+06 103 2.615687e+06 104 4.143953e+06 105 6.276307e+06 106 5.551563e+06 107 7.549918e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,ITBI,MLP,3.840782880783081,"96 35845.543678 97 36319.835784 98 37072.052876 99 35981.686778 100 38963.941205 101 41755.956333 102 40218.006559 103 42480.674497 104 43178.503759 105 45577.633602 106 47104.386724 107 48303.094127 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,Cota-Parte do ICMS,XGBoost,1.7403812408447266,"96 2693026.00 97 2759874.25 98 2688292.00 99 2362134.50 100 2361149.25 101 2547103.75 102 2770547.25 103 2544180.50 104 2770547.25 105 2405166.25 106 2405166.25 107 2740976.25 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,Cota-Parte do IPVA,XGBoost,1.6879117488861084,"96 84478.875000 97 84478.875000 98 84478.875000 99 59411.351562 100 58570.742188 101 255077.140625 102 151128.796875 103 151128.796875 104 149841.734375 105 107870.554688 106 110236.000000 107 254566.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,IPTU,HWES,1.2323002815246582,"96 119964.125000 97 69803.414062 98 69648.796875 99 14321.756836 100 16394.169922 101 32052.761719 102 734703.937500 103 735017.750000 104 735706.937500 105 53273.058594 106 50897.472656 107 50434.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,ISS,SARIMAX,0.9184832572937012,"96 115790.546875 97 114109.132812 98 113612.515625 99 124614.148438 100 114125.492188 101 124868.656250 102 124809.992188 103 124868.656250 104 124809.992188 105 124809.992188 106 124868.656250 107 124809.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,ITBI,XGBoost,1.8809432983398438,"96 112478.296875 97 113738.023438 98 128402.640625 99 128941.148438 100 113702.250000 101 128833.554688 102 128804.679688 103 113937.218750 104 114189.335938 105 114253.664062 106 113901.445312 107 114253.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,Cota-Parte do ICMS,MLP,1.9585425853729248,"96 738670.167502 97 722449.801955 98 733798.421752 99 759942.210320 100 772203.366020 101 769757.351693 102 781938.322878 103 794175.445880 104 809422.290701 105 816834.205900 106 825015.749229 107 822779.960556 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,Cota-Parte do IPVA,SARIMAX,1.9180569648742676,"96 107444.203125 97 97298.679688 98 97298.679688 99 98345.921875 100 97987.562500 101 475041.437500 102 154149.546875 103 144132.093750 104 144132.093750 105 144132.093750 106 144132.093750 107 442477.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,IPTU,XGBoost,1.1767966747283936,"77 14562.089844 78 123752.109375 79 167311.000000 80 39328.941406 81 39604.675781 82 39328.941406 83 39224.871094 84 125073.726562 85 167199.296875 86 39623.566406 87 39623.566406 88 39623.566406 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,ISS,XGBoost,0.9892184734344482,"96 27156.283203 97 27315.201172 98 19117.107422 99 19123.490234 100 19187.744141 101 19195.056641 102 17671.785156 103 19284.785156 104 20743.376953 105 20047.505859 106 19521.398438 107 19202.402344 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,ITBI,XGBoost,2.032822847366333,"96 40405.812500 97 50510.687500 98 49921.246094 99 26813.955078 100 33291.183594 101 51007.562500 102 50677.394531 103 29696.787109 104 51057.007812 105 38777.875000 106 50900.601562 107 29696.787109 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do ICMS,MLP,2.036687135696411,"96 425304.640190 97 420060.890491 98 426130.595063 99 437718.874454 100 444987.076707 101 444562.149651 102 449857.090322 103 454730.582682 104 460545.014470 105 463486.722736 106 466033.015533 107 465292.101896 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do IPVA,MLP,3.47751522064209,"96 -30624.790193 97 6168.151493 98 -29119.272160 99 -69084.675830 100 -51990.777060 101 100326.628798 102 -61025.566932 103 -40583.800491 104 -70579.709591 105 -106862.300442 106 -100901.528194 107 -73436.356094 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,IPTU,AR,1.6306006908416748,"96 2623948.250 97 1878218.250 98 1869894.625 99 1750362.375 100 1676655.250 101 1754957.625 102 1878218.250 103 1951271.375 104 1951271.375 105 1668331.500 106 1764143.000 107 1685840.625 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,ISS,SARIMAX,1.0058526992797852,"96 1.083313e+06 97 1.072650e+06 98 1.066974e+06 99 1.015647e+06 100 1.028415e+06 101 1.028415e+06 102 1.011447e+06 103 1.028415e+06 104 1.064594e+06 105 1.064594e+06 106 1.035598e+06 107 1.071679e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,ITBI,MLP,1.2995269298553467,"96 1.494989e+06 97 1.493957e+06 98 1.451731e+06 99 1.504137e+06 100 1.495956e+06 101 1.504556e+06 102 1.507095e+06 103 1.509720e+06 104 1.521264e+06 105 1.521463e+06 106 1.528063e+06 107 1.531723e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,Cota-Parte do ICMS,MLP,1.1733953952789307,"96 1.571899e+06 97 1.534164e+06 98 1.613332e+06 99 1.703383e+06 100 1.786120e+06 101 1.647837e+06 102 1.676750e+06 103 1.716064e+06 104 1.701181e+06 105 1.671109e+06 106 1.610126e+06 107 1.685207e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,Cota-Parte do IPVA,XGBoost,1.3293757438659668,"92 1248194.125 93 1266302.500 94 1219136.250 95 1352784.250 96 1342403.875 97 603537.375 98 1157596.125 99 1168074.375 100 1197650.125 101 1197047.250 102 1202197.250 103 1333071.625 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,IPTU,AR,1.5400571823120117,"96 50282.316406 97 33613.300781 98 30627.898438 99 24916.236328 100 24234.158203 101 27510.007812 102 28430.085938 103 27636.066406 104 28928.906250 105 28651.427734 106 28651.427734 107 26100.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,ISS,MLP,1.1521763801574707,"96 132342.756997 97 128134.168881 98 131763.927331 99 124454.188494 100 130036.459230 101 131584.177952 102 130639.602925 103 134115.129549 104 132631.548868 105 136859.179709 106 134880.568507 107 135792.883295 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,ITBI,XGBoost,1.033311128616333,"96 44508.027344 97 56582.000000 98 96655.406250 99 40897.785156 100 55707.808594 101 40897.785156 102 97524.234375 103 128233.187500 104 99420.156250 105 75216.960938 106 99567.164062 107 46550.980469 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do ICMS,MLP,1.0155417919158936,"96 1.312813e+06 97 1.289507e+06 98 1.305278e+06 99 1.336220e+06 100 1.362122e+06 101 1.332938e+06 102 1.352160e+06 103 1.366927e+06 104 1.382523e+06 105 1.389948e+06 106 1.393859e+06 107 1.399140e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do IPVA,MLP,2.2110023498535156,"96 1.607063e+05 97 2.995494e+05 98 3.669967e+05 99 3.918088e+05 100 5.533197e+05 101 1.429675e+06 102 8.238119e+05 103 1.081216e+06 104 1.318062e+06 105 1.581866e+06 106 1.982928e+06 107 2.404559e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,IPTU,SARIMAX,2.3466577529907227,"95 1734.232300 96 3758.790527 97 1666.752441 98 1544.180176 99 1769.748047 100 8494.517578 101 2341.080322 102 1838.717407 103 2217.075684 104 1944.464233 105 2367.027100 106 7168.694824 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,ISS,Prophet,1.7574288845062256,"96 17658.570312 97 22912.841797 98 13277.484375 99 15139.516602 100 13108.692383 101 15087.351562 102 15471.750977 103 15087.351562 104 16135.927734 105 15451.962891 106 15753.406250 107 15453.467773 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,ITBI,XGBoost,1.9688036441802979,"92 6405.479980 93 6416.691406 94 6144.275391 95 6416.691406 96 6749.910645 97 6130.931641 98 2509.004395 99 4031.759521 100 6532.805176 101 4728.296875 102 3561.351074 103 17512.152344 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,Cota-Parte do ICMS,XGBoost,1.9172348976135254,"96 351481.28125 97 371722.34375 98 362439.90625 99 368330.50000 100 342421.62500 101 360560.31250 102 348601.37500 103 357166.06250 104 360443.43750 105 360443.43750 106 340949.37500 107 352417.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,Cota-Parte do IPVA,MLP,2.0158331394195557,"96 -6888.203793 97 19755.822410 98 18279.696766 99 -2798.072589 100 20250.517621 101 120222.197644 102 20891.198845 103 40459.765731 104 46522.465092 105 42918.028053 106 67176.107425 107 77832.213325 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,IPTU,SARIMAX,0.9480032920837402,"80 25066.927734 81 33038.250000 82 32350.667969 83 30844.449219 84 29772.693359 85 20020.511719 86 34379.628906 87 34325.957031 88 40706.871094 89 40706.871094 90 40648.640625 91 31983.552734 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,ISS,XGBoost,1.685802936553955,"96 41612.179688 97 40031.039062 98 40348.476562 99 40348.476562 100 40348.476562 101 40348.476562 102 40348.476562 103 40348.476562 104 40348.476562 105 40348.476562 106 40348.476562 107 40348.476562 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,ITBI,XGBoost,1.9573287963867188,"93 12532.850586 94 10663.884766 95 12368.743164 96 10497.665039 97 8933.083008 98 7736.261719 99 6352.124023 100 6158.583984 101 4538.259277 102 14501.645508 103 5960.544922 104 6257.282715 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Cota-Parte do ICMS,MLP,1.7829174995422363,"96 445017.398157 97 436754.994326 98 442634.887641 99 455516.510445 100 462075.768292 101 457551.857726 102 463953.713730 103 469273.453190 104 475912.489772 105 479045.800819 106 482385.101173 107 481537.695179 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Cota-Parte do IPVA,MLP,1.6991229057312012,"84 -11083.913776 85 -15194.029176 86 -561.184134 87 -8433.221814 88 -24066.295010 89 -21505.207140 90 -73718.949796 91 -95614.648365 92 -125755.410418 93 -174905.097180 94 -241187.066265 95 -383103.956352 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,IPTU,AR,2.0561561584472656,"96 504807.843750 97 113371.250000 98 506048.843750 99 147956.125000 100 503673.031250 101 111841.960938 102 511863.968750 103 116123.320312 104 511863.968750 105 118163.203125 106 511863.968750 107 118222.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,ISS,MLP,1.0495681762695312,"96 7.229980e+05 97 6.164555e+05 98 -1.843219e+05 99 4.144957e+05 100 4.054908e+05 101 2.512923e+05 102 1.423696e+05 103 1.989333e+05 104 1.503865e+06 105 6.882084e+05 106 7.696351e+05 107 1.010999e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,ITBI,HWES,1.1998417377471924,"96 221831.125000 97 195087.218750 98 192130.796875 99 294493.375000 100 341849.187500 101 318109.750000 102 243247.937500 103 318109.750000 104 307853.937500 105 319136.468750 106 319136.468750 107 319136.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,Cota-Parte do ICMS,MLP,0.9600067138671875,"96 1.841837e+06 97 1.840450e+06 98 1.878372e+06 99 1.922406e+06 100 1.983835e+06 101 1.955833e+06 102 1.987593e+06 103 2.012620e+06 104 2.030601e+06 105 2.041313e+06 106 2.040691e+06 107 2.056444e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,Cota-Parte do IPVA,SARIMAX,1.1062262058258057,"96 4.973667e+05 97 4.382390e+05 98 4.395195e+05 99 4.428758e+05 100 4.325723e+05 101 1.502100e+06 102 4.778401e+05 103 5.306329e+05 104 5.476161e+05 105 5.476161e+05 106 5.267484e+05 107 1.032214e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,IPTU,XGBoost,1.3764491081237793,"96 131814.765625 97 76111.312500 98 52521.281250 99 55840.867188 100 40390.542969 101 56732.781250 102 278199.500000 103 58265.585938 104 52397.648438 105 51348.699219 106 54290.750000 107 52038.113281 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,ISS,SARIMAX,1.2578346729278564,"96 78693.671875 97 83222.914062 98 81281.695312 99 81508.273438 100 81293.562500 101 81343.796875 102 78784.148438 103 73827.304688 104 79424.093750 105 78528.203125 106 82804.828125 107 73646.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,ITBI,XGBoost,0.9698481559753418,"96 21579.216797 97 19651.458984 98 18488.488281 99 22745.486328 100 14276.708008 101 17317.140625 102 22347.794922 103 16535.687500 104 25223.675781 105 20157.185547 106 22757.535156 107 20781.580078 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Cota-Parte do ICMS,MLP,1.148550271987915,"96 878970.785672 97 868847.315266 98 879716.122154 99 896794.602246 100 912906.112595 101 898715.712979 102 910880.921820 103 919198.846146 104 927016.965654 105 931066.865614 106 933075.228309 107 936647.628682 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Cota-Parte do IPVA,MLP,2.7151424884796143,"96 2318.413513 97 57925.453650 98 61741.452045 99 51472.790950 100 82812.529486 101 357700.666210 102 107318.949648 103 159019.543313 104 188630.850970 105 209783.584178 106 264033.797129 107 289176.935278 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,IPTU,HWES,2.7595362663269043,"93 324950.78125 94 315626.50000 95 318022.34375 96 324890.21875 97 328846.90625 98 319508.18750 99 318512.71875 100 318512.71875 101 318512.71875 102 323192.00000 103 324635.37500 104 321357.03125 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,ISS,SARIMAX,1.1034586429595947,"96 490033.71875 97 476370.53125 98 473984.62500 99 490033.71875 100 473984.62500 101 473984.62500 102 480042.50000 103 480042.50000 104 490033.71875 105 480042.50000 106 490033.71875 107 490033.71875 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,ITBI,HWES,1.033949851989746,"96 264740.12500 97 274991.96875 98 325146.93750 99 293020.03125 100 286007.31250 101 325146.93750 102 343989.40625 103 323923.09375 104 322972.03125 105 436444.31250 106 276745.03125 107 351538.84375 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do ICMS,MLP,0.9585411548614502,"96 2.457688e+06 97 2.409420e+06 98 2.415529e+06 99 2.484955e+06 100 2.488828e+06 101 2.542957e+06 102 2.556457e+06 103 2.576089e+06 104 2.625760e+06 105 2.661245e+06 106 2.702035e+06 107 2.682837e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do IPVA,SARIMAX,1.4483399391174316,"96 420076.281250 97 310327.375000 98 267155.968750 99 256984.609375 100 248018.718750 101 943537.687500 102 925463.062500 103 655442.562500 104 504285.281250 105 504285.281250 106 504285.281250 107 943537.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,IPTU,SARIMAX,1.119976282119751,"83 166035.593750 84 30990.445312 85 32239.800781 86 33986.179688 87 33493.503906 88 21535.640625 89 119742.296875 90 34399.492188 91 34399.492188 92 34399.492188 93 31622.507812 94 33618.363281 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,ISS,SARIMAX,1.009453535079956,"96 89158.992188 97 88633.968750 98 93964.296875 99 93838.492188 100 93968.992188 101 93968.992188 102 93964.296875 103 93964.296875 104 93968.992188 105 93968.992188 106 93968.992188 107 93968.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,ITBI,MLP,3.5350341796875,"96 30756.774824 97 38170.007431 98 32799.203383 99 35237.608497 100 34938.509638 101 33221.792018 102 35082.088187 103 34022.122691 104 34189.015432 105 34029.896219 106 33321.574214 107 33468.865477 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do ICMS,XGBoost,1.1789791584014893,"96 1.116483e+06 97 1.116110e+06 98 1.021483e+06 99 1.025778e+06 100 9.909896e+05 101 1.030801e+06 102 1.030801e+06 103 1.036934e+06 104 1.113301e+06 105 1.025162e+06 106 1.025778e+06 107 1.029590e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do IPVA,XGBoost,1.251455307006836,"96 92253.210938 97 91276.312500 98 79506.617188 99 81372.625000 100 73988.710938 101 455944.593750 102 82060.375000 103 82060.375000 104 70058.289062 105 70058.289062 106 108146.078125 107 347961.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,IPTU,HWES,1.481299638748169,"93 42868.562500 94 42868.562500 95 44838.351562 96 55333.144531 97 43283.472656 98 44791.406250 99 44568.300781 100 44560.425781 101 141524.046875 102 114899.328125 103 111629.953125 104 123059.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,ISS,MLP,1.1654038429260254,"96 175282.698547 97 200134.106086 98 199674.610114 99 146351.439471 100 -28183.614544 101 71875.736100 102 56207.126135 103 -11593.549291 104 -61669.066385 105 -42727.506481 106 181532.023529 107 65908.161394 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,ITBI,XGBoost,1.1407966613769531,"96 63355.937500 97 64066.476562 98 67647.460938 99 68421.453125 100 60971.089844 101 64551.042969 102 63980.183594 103 63980.183594 104 65357.414062 105 65357.414062 106 50542.074219 107 50528.355469 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Cota-Parte do ICMS,MLP,1.2463836669921875,"96 1.180680e+06 97 1.169001e+06 98 1.190203e+06 99 1.220349e+06 100 1.254964e+06 101 1.236967e+06 102 1.258437e+06 103 1.276585e+06 104 1.292418e+06 105 1.301681e+06 106 1.304777e+06 107 1.313992e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Cota-Parte do IPVA,MLP,1.551927089691162,"96 -3505.531512 97 94516.478374 98 89186.409177 99 47520.039335 100 89355.193621 101 504863.754191 102 120156.751358 103 199879.659194 104 213239.024542 105 205417.462685 106 251521.094174 107 313430.145098 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,IPTU,XGBoost,2.6405155658721924,"80 1269.210693 81 1279.682617 82 951.890808 83 851.351624 84 890.977722 85 956.416199 86 721.142273 87 236.712326 88 229.174759 89 294.427856 90 229.174759 91 313.175049 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,ISS,SARIMAX,1.9378001689910889,"96 27641.693359 97 29581.572266 98 26877.449219 99 26907.503906 100 27693.890625 101 25283.240234 102 31304.132812 103 26907.503906 104 31304.132812 105 31304.132812 106 29516.691406 107 31304.132812 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,ITBI,XGBoost,1.0227131843566895,"93 5495.619141 94 6420.421875 95 12995.769531 96 5794.458496 97 7182.993164 98 7231.260254 99 6551.760742 100 3554.908447 101 8098.900879 102 6561.931152 103 3772.261963 104 4169.666992 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do ICMS,MLP,0.9844865798950195,"96 532096.408716 97 531321.482858 98 541647.073927 99 551255.200081 100 570002.159330 101 544838.411957 102 557217.724710 103 562956.215817 104 565192.292374 105 566421.198798 106 563397.245181 107 573507.936303 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do IPVA,SARIMAX,1.3715910911560059,"95 12921.773438 96 9970.398438 97 10142.965820 98 10243.888672 99 8881.806641 100 124389.562500 101 17858.351562 102 17708.257812 103 18583.363281 104 17053.365234 105 16544.943359 106 134274.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,IPTU,SARIMAX,1.7984440326690674,"86 2237.914551 87 3041.768311 88 1560.293579 89 1560.293579 90 3370.991211 91 2490.586914 92 2079.454102 93 3705.744629 94 1726.626953 95 1726.626953 96 1787.381104 97 1710.401733 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,ISS,MLP,4.380425691604614,"96 16948.815578 97 18439.028692 98 19158.300228 99 18333.496166 100 20143.659352 101 18114.566190 102 19200.171463 103 19194.233366 104 18881.033794 105 18711.307050 106 18492.478011 107 18220.762792 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,ITBI,XGBoost,2.1817429065704346,"92 23371.730469 93 18322.564453 94 9747.802734 95 12549.322266 96 9652.758789 97 5036.452148 98 3400.075684 99 13200.498047 100 8267.804688 101 8127.849121 102 8766.293945 103 5667.949707 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do ICMS,MLP,1.2189915180206299,"96 549741.213824 97 536251.320306 98 551806.632793 99 563326.152999 100 585500.013934 101 535285.832045 102 563033.659565 103 575839.313761 104 575677.962781 105 573932.747529 106 562481.500357 107 590336.753602 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.1124718189239502,"95 15089.459961 96 7528.446777 97 7854.420410 98 6650.538574 99 4444.878418 100 59223.054688 101 7612.916504 102 11205.916992 103 28433.636719 104 6864.956543 105 29611.394531 106 42430.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,IPTU,SARIMAX,1.5332896709442139,"88 53090.718750 89 53962.679688 90 10210.257812 91 13495.139648 92 12670.057617 93 16447.572266 94 53228.062500 95 53228.062500 96 16447.572266 97 14811.685547 98 14206.841797 99 14092.817383 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,ISS,MLP,1.9303865432739258,"96 15137.069339 97 14532.361065 98 15146.118382 99 15226.586316 100 10271.496627 101 7833.596929 102 10597.800980 103 9687.472753 104 9061.525760 105 8595.636187 106 7558.185617 107 7706.665158 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,ITBI,XGBoost,0.997786283493042,"96 35916.566406 97 37583.195312 98 39027.371094 99 5581.743652 100 7778.575684 101 28936.673828 102 10930.654297 103 10815.577148 104 38519.855469 105 30108.796875 106 9285.558594 107 9531.849609 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,Cota-Parte do ICMS,MLP,2.0033347606658936,"96 748672.839283 97 749751.305916 98 768915.343525 99 784902.587985 100 813616.269184 101 791337.135088 102 805321.041312 103 814227.897956 104 816514.319431 105 817225.836186 106 811592.228759 107 821947.036008 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,Cota-Parte do IPVA,MLP,3.864595413208008,"95 -11967.116313 96 13615.679889 97 12864.992083 98 -103.728093 99 10529.468166 100 88563.251154 101 11233.236665 102 31308.109647 103 34205.634485 104 30868.133840 105 41008.017028 106 42669.454265 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,IPTU,AR,2.496901035308838,"89 60630.851562 90 13487.920898 91 20288.673828 92 4908.334473 93 6780.617676 94 88738.570312 95 28366.429688 96 35856.718750 97 31492.542969 98 126556.195312 99 179508.390625 100 55155.937500 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,ISS,SARIMAX,1.1549627780914307,"96 54501.128906 97 54501.128906 98 71137.078125 99 70859.664062 100 71453.257812 101 70962.195312 102 71453.257812 103 71453.257812 104 71015.539062 105 71244.546875 106 71453.257812 107 71453.257812 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,ITBI,XGBoost,1.7802376747131348,"94 6262.703613 95 10278.076172 96 10358.813477 97 8083.888184 98 11455.745117 99 9478.898438 100 5308.369629 101 9886.876953 102 8330.757812 103 4855.268555 104 7975.016602 105 5369.248535 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Cota-Parte do ICMS,MLP,1.0733921527862549,"96 362386.678014 97 339492.503711 98 329387.251331 99 332608.825934 100 321542.836663 101 341707.100849 102 336646.002409 103 334937.294515 104 342569.390028 105 347690.865483 106 361026.809271 107 364013.203274 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Cota-Parte do IPVA,MLP,2.0801281929016113,"96 32901.561486 97 78897.128186 98 95647.821710 99 120387.817830 100 166923.043122 101 241747.904333 102 236874.478557 103 307086.920077 104 389672.011163 105 494792.561416 106 627124.232389 107 691496.784857 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,IPTU,SARIMAX,1.8271818161010742,"92 188298.546875 93 22696.927734 94 13688.533203 95 18641.927734 96 20195.082031 97 23757.255859 98 188477.140625 99 26594.212891 100 20484.476562 101 25528.240234 102 23700.382812 103 23654.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,ISS,XGBoost,1.1792511940002441,"96 166983.921875 97 166142.234375 98 164981.796875 99 162294.937500 100 126649.406250 101 139007.671875 102 158889.765625 103 166983.921875 104 166142.234375 105 166983.921875 106 164981.796875 107 135531.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,ITBI,XGBoost,1.115096092224121,"90 30450.630859 91 21611.869141 92 32493.878906 93 15994.795898 94 31977.279297 95 32866.085938 96 21674.302734 97 19671.947266 98 19088.789062 99 23674.019531 100 15426.776367 101 18423.646484 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do ICMS,MLP,1.0418579578399658,"90 648310.944940 91 676580.285310 92 689435.841479 93 698112.379392 94 656869.158575 95 683359.163781 96 727607.635572 97 717273.859271 98 716231.886614 99 728403.720443 100 728139.929943 101 754583.250523 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do IPVA,AR,1.2082722187042236,"90 208144.078125 91 69972.656250 92 108898.609375 93 212750.046875 94 166966.515625 95 40079.460938 96 229887.062500 97 60027.898438 98 202941.656250 99 229887.062500 100 225041.125000 101 41248.480469 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,IPTU,AR,2.3467681407928467,"73 33376.539062 74 77149.953125 75 20262.570312 76 20267.312500 77 20178.490234 78 12011.363281 79 20191.925781 80 20145.021484 81 20153.945312 82 20129.220703 83 20129.220703 84 18957.183594 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,ISS,XGBoost,2.1322154998779297,"96 16688.271484 97 16656.292969 98 18041.500000 99 18251.658203 100 26656.142578 101 17977.087891 102 32501.890625 103 23071.472656 104 22999.683594 105 66354.179688 106 68701.179688 107 42320.824219 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,ITBI,XGBoost,2.9443540573120117,"94 11109.302734 95 10158.377930 96 9334.605469 97 15471.568359 98 13606.168945 99 14298.475586 100 15227.593750 101 10638.147461 102 9036.140625 103 12206.441406 104 16789.773438 105 12206.441406 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do ICMS,XGBoost,1.1404149532318115,"96 583012.31250 97 590159.68750 98 536661.75000 99 535735.68750 100 533720.31250 101 551659.31250 102 598848.25000 103 599633.25000 104 537798.31250 105 515965.28125 106 530304.12500 107 590159.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do IPVA,XGBoost,1.0514185428619385,"89 67381.320312 90 75472.187500 91 75523.750000 92 75499.656250 93 75499.656250 94 75613.640625 95 75492.460938 96 75510.843750 97 75537.851562 98 75537.851562 99 75565.046875 100 75494.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,IPTU,SARIMAX,1.159851312637329,"95 11804.634766 96 2634.695801 97 2779.557373 98 3176.988770 99 9433.609375 100 -187.943939 101 19426.843750 102 8890.958984 103 3017.755127 104 2610.367188 105 1673.718262 106 1988.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,ISS,SARIMAX,2.1939873695373535,"96 170794.390625 97 163816.593750 98 162258.656250 99 162258.656250 100 160901.343750 101 162258.656250 102 162258.656250 103 163816.593750 104 163816.593750 105 162258.656250 106 170725.812500 107 163816.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,ITBI,SES,1.4211297035217285,"94 170028.296875 95 78485.140625 96 59686.757812 97 63582.640625 98 38378.984375 99 40168.480469 100 48022.964844 101 78485.140625 102 75092.273438 103 55073.589844 104 58404.871094 105 58404.871094 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do ICMS,MLP,0.9966037273406982,"96 1.103552e+06 97 1.088232e+06 98 1.114580e+06 99 1.146009e+06 100 1.182487e+06 101 1.142117e+06 102 1.169444e+06 103 1.188276e+06 104 1.198254e+06 105 1.200857e+06 106 1.195325e+06 107 1.209862e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do IPVA,XGBoost,1.2441377639770508,"96 50188.464844 97 45803.019531 98 43999.914062 99 39448.769531 100 34866.289062 101 266161.062500 102 96034.859375 103 94761.007812 104 94761.007812 105 93130.976562 106 83350.414062 107 255603.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,IPTU,SARIMAX,1.2101702690124512,"89 28992.488281 90 30257.849609 91 14710.457031 92 27665.900391 93 25987.246094 94 29897.830078 95 31338.425781 96 30945.029297 97 29619.369141 98 24661.466797 99 27966.388672 100 30727.105469 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,ISS,SARIMAX,1.0648653507232666,"96 39588.644531 97 70813.789062 98 64718.187500 99 71951.078125 100 74733.875000 101 74071.726562 102 59340.839844 103 71796.851562 104 69296.789062 105 71796.851562 106 71796.851562 107 71796.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,ITBI,XGBoost,0.8990123271942139,"96 20733.355469 97 27423.984375 98 27423.984375 99 26666.343750 100 27924.060547 101 13116.620117 102 12347.844727 103 15318.904297 104 16436.910156 105 16498.578125 106 16498.578125 107 23543.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do ICMS,MLP,1.2236354351043701,"96 854093.637499 97 844803.024729 98 856461.641300 99 877956.780944 100 893995.896800 101 890876.816711 102 901335.537659 103 910470.175414 104 921216.163160 105 927110.777207 106 931494.906479 107 930884.995757 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do IPVA,SARIMAX,3.769299268722534,"96 103107.906250 97 85468.757812 98 85887.960938 99 87111.304688 100 85887.960938 101 597922.875000 102 171540.421875 103 179325.375000 104 176052.968750 105 173055.406250 106 208946.328125 107 578172.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,IPTU,SARIMAX,1.384049415588379,"90 5482.184082 91 6768.589355 92 5761.111816 93 9591.159180 94 10102.659180 95 7896.124023 96 9230.939453 97 8069.031250 98 31914.468750 99 24720.542969 100 24715.072266 101 24708.361328 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,ISS,AR,1.3723421096801758,"96 12527.796875 97 12178.522461 98 12341.673828 99 11662.120117 100 12408.456055 101 12380.827148 102 24130.177734 103 12327.633789 104 11979.473633 105 10954.062500 106 11651.882812 107 23640.173828 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,ITBI,XGBoost,1.4965429306030273,"70 88.447723 71 1401.638184 72 5323.731934 73 2627.601807 74 2937.743408 75 2124.399902 76 2903.476074 77 5895.544922 78 2810.459473 79 2922.843262 80 2872.319580 81 2634.762939 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do ICMS,MLP,1.213911533355713,"96 320922.730593 97 315640.384105 98 321023.115671 99 328706.848195 100 336475.139897 101 325489.971532 102 331965.773667 103 336060.256923 104 338952.288989 105 339940.728066 106 339543.319232 107 342537.634689 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do IPVA,MLP,1.3127577304840088,"95 -2460.554014 96 17324.214723 97 12583.190743 98 923.716525 99 -2548.087668 100 57681.339870 101 8305.844796 102 17638.113317 103 19283.871467 104 16033.985130 105 18487.198740 106 19180.083955 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,IPTU,XGBoost,1.1643495559692383,"96 502112.93750 97 510022.84375 98 427069.78125 99 409875.78125 100 395083.50000 101 393072.15625 102 393117.93750 103 378325.65625 104 434602.00000 105 434602.00000 106 431801.90625 107 435420.18750 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,ISS,MLP,0.9836935997009277,"96 1.157308e+06 97 1.097375e+06 98 1.106724e+06 99 1.141302e+06 100 1.156467e+06 101 1.150757e+06 102 1.137418e+06 103 1.178876e+06 104 1.181714e+06 105 1.172841e+06 106 1.162010e+06 107 1.191880e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,ITBI,SES,0.9519329071044922,"96 670302.43750 97 942558.93750 98 392243.81250 99 374598.15625 100 295608.53125 101 621303.06250 102 610878.37500 103 611553.75000 104 613762.93750 105 615627.43750 106 680870.12500 107 397042.46875 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,Cota-Parte do ICMS,MLP,1.2518339157104492,"96 4.943503e+06 97 4.872398e+06 98 4.935743e+06 99 5.042182e+06 100 5.146075e+06 101 5.025060e+06 102 5.099273e+06 103 5.150556e+06 104 5.198612e+06 105 5.222217e+06 106 5.230105e+06 107 5.257481e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,Cota-Parte do IPVA,XGBoost,2.5142340660095215,"96 8.386862e+05 97 6.394682e+05 98 3.310883e+05 99 2.815128e+05 100 2.792495e+05 101 2.273320e+06 102 1.405210e+06 103 8.762366e+05 104 6.582666e+05 105 4.523325e+05 106 4.855258e+05 107 2.045744e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,IPTU,SARIMAX,2.2493269443511963,"96 1227794.625 97 1229795.250 98 1111016.375 99 1130256.625 100 1113809.375 101 1092763.125 102 1069198.500 103 1084686.625 104 1292162.250 105 1393128.500 106 1303853.125 107 1139765.750 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,ISS,MLP,0.9584181308746338,"96 2.081765e+06 97 1.825289e+06 98 1.963403e+06 99 1.967819e+06 100 2.034910e+06 101 1.886822e+06 102 1.880127e+06 103 2.008446e+06 104 1.945288e+06 105 1.941001e+06 106 1.898110e+06 107 1.977438e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,ITBI,Prophet,1.0322222709655762,"96 392211.68750 97 365734.25000 98 371477.90625 99 400346.53125 100 364521.78125 101 350456.03125 102 521716.28125 103 556626.93750 104 425395.12500 105 354083.12500 106 382791.81250 107 368350.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do ICMS,XGBoost,1.0844800472259521,"96 6874068.0 97 6650130.5 98 6325625.5 99 6421851.5 100 5672801.5 101 6763199.0 102 6621606.0 103 6479011.0 104 6755877.5 105 6755609.5 106 5973305.5 107 6230033.5 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do IPVA,XGBoost,1.2507085800170898,"96 9.748501e+05 97 8.639759e+05 98 4.571712e+05 99 4.389996e+05 100 3.470304e+05 101 3.351226e+06 102 1.137241e+06 103 1.334604e+06 104 8.955522e+05 105 9.188302e+05 106 7.111699e+05 107 3.700052e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,IPTU,SARIMAX,2.1775383949279785,"92 1398.058350 93 -173.253769 94 78.788971 95 -552.537109 96 -50.135178 97 -414.668854 98 -191.746384 99 1380.495483 100 1380.495483 101 -141.710205 102 -16.409973 103 1380.495483 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,ISS,MLP,1.6895296573638916,"96 19771.170695 97 20760.122063 98 23010.246182 99 15984.706584 100 22009.755881 101 19030.983643 102 19773.146924 103 18998.847695 104 16753.838884 105 21218.008189 106 17394.292726 107 18688.632718 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,ITBI,SARIMAX,1.4313044548034668,"93 14705.595703 94 14497.340820 95 17902.574219 96 13709.777344 97 9595.441406 98 13867.536133 99 9808.681641 100 13901.542969 101 16395.505859 102 17372.683594 103 10176.359375 104 11486.415039 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Cota-Parte do ICMS,MLP,1.8593435287475586,"96 387868.327215 97 379584.444717 98 381935.077419 99 392600.408294 100 393860.708171 101 396033.374009 102 399080.218776 103 401938.043566 104 408093.575648 105 411326.832475 106 415544.477177 107 411646.588438 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Cota-Parte do IPVA,XGBoost,2.5615506172180176,"96 22715.808594 97 19964.951172 98 17901.888672 99 17115.451172 100 17517.783203 101 143822.968750 102 27904.228516 103 30686.000000 104 38505.437500 105 38505.437500 106 38505.437500 107 131960.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,IPTU,AR,2.037436008453369,"84 23513.835938 85 15044.417969 86 14269.271484 87 13268.748047 88 30659.753906 89 6709.967285 90 39715.011719 91 39012.300781 92 39238.808594 93 103549.718750 94 103402.406250 95 72332.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,ISS,MLP,1.3870670795440674,"88 36725.800368 89 34126.842210 90 35845.343680 91 36410.405641 92 32670.922922 93 35021.551773 94 33609.582047 95 34670.614338 96 34290.061163 97 33720.615804 98 36374.672174 99 34405.555710 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,ITBI,SARIMAX,1.6798005104064941,"84 26140.212891 85 6855.173340 86 11031.998047 87 10687.100586 88 19996.349609 89 10096.751953 90 18514.228516 91 7401.800293 92 10766.803711 93 11279.206055 94 19060.992188 95 10766.803711 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Cota-Parte do ICMS,MLP,1.0513148307800293,"88 668482.992764 89 668615.348958 90 677352.243897 91 694714.010263 92 705945.504110 93 710117.251707 94 717768.794662 95 723793.622656 96 732178.558793 97 736508.384519 98 739744.438390 99 736632.187591 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Cota-Parte do IPVA,MLP,0.9383869171142578,"88 4645.527954 89 31287.825561 90 26495.840088 91 23953.989025 92 33804.409325 93 122832.757876 94 42858.474966 95 63207.777998 96 66735.757534 97 72860.955999 98 84806.585008 99 77490.517979 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,IPTU,HWES,1.7308764457702637,"92 36272.851562 93 12344.430664 94 15145.952148 95 14303.196289 96 11634.108398 97 14276.845703 98 19948.572266 99 12025.537109 100 18341.033203 101 14889.566406 102 13535.582031 103 15012.719727 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,ISS,XGBoost,1.135899543762207,"96 38494.242188 97 33883.835938 98 39127.214844 99 41484.414062 100 42898.015625 101 41949.832031 102 52246.863281 103 42513.136719 104 40151.070312 105 38344.085938 106 40265.785156 107 38344.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,ITBI,XGBoost,0.8756985664367676,"96 62099.593750 97 72298.156250 98 82550.468750 99 70821.148438 100 70288.335938 101 64163.414062 102 50098.980469 103 36355.003906 104 35511.457031 105 58588.562500 106 40350.207031 107 91683.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,Cota-Parte do ICMS,MLP,1.036423683166504,"96 1.294826e+06 97 1.287700e+06 98 1.312008e+06 99 1.343694e+06 100 1.379563e+06 101 1.363089e+06 102 1.382830e+06 103 1.398632e+06 104 1.411455e+06 105 1.418319e+06 106 1.419604e+06 107 1.425985e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,Cota-Parte do IPVA,MLP,1.072695016860962,"94 -10428.833060 95 25853.784044 96 22832.254011 97 27420.186921 98 -4707.558827 99 129125.139373 100 25978.635538 101 44250.326105 102 59511.214683 103 65986.822995 104 62157.608432 105 46851.443332 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,IPTU,SARIMAX,2.0401432514190674,"95 50646.621094 96 53324.343750 97 53482.742188 98 52179.816406 99 52838.792969 100 44785.859375 101 49796.781250 102 50181.437500 103 51303.937500 104 49326.507812 105 49326.507812 106 86686.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,ISS,SARIMAX,2.1457056999206543,"96 58415.855469 97 59088.960938 98 60206.683594 99 57431.421875 100 60206.683594 101 60262.046875 102 61429.578125 103 58095.417969 104 60206.683594 105 58095.417969 106 60206.683594 107 61429.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,ITBI,SES,2.1383719444274902,"96 13483.378906 97 14982.124023 98 20550.791016 99 20248.662109 100 22303.050781 101 20292.212891 102 22303.050781 103 22303.050781 104 20580.269531 105 20239.556641 106 20245.845703 107 20196.005859 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Cota-Parte do ICMS,MLP,1.178619146347046,"96 9.247857e+05 97 9.332549e+05 98 9.542466e+05 99 9.624652e+05 100 1.008377e+06 101 9.640615e+05 102 9.843387e+05 103 9.965346e+05 104 9.965567e+05 105 9.992433e+05 106 9.896824e+05 107 1.016751e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Cota-Parte do IPVA,SARIMAX,1.168602705001831,"95 139703.500000 96 137461.390625 97 125289.062500 98 127281.000000 99 125675.687500 100 384646.375000 101 348982.062500 102 301457.218750 103 181118.828125 104 181118.828125 105 181118.828125 106 348982.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,IPTU,SARIMAX,1.1817190647125244,"96 35618100.0 97 33765548.0 98 33190830.0 99 25610942.0 100 27314062.0 101 27821514.0 102 25975372.0 103 26810462.0 104 26810462.0 105 26576928.0 106 26671738.0 107 26671738.0 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,ISS,SARIMAX,1.0607788562774658,"96 120646944.0 97 121541776.0 98 124761248.0 99 124862240.0 100 124862240.0 101 124862240.0 102 124862240.0 103 123110448.0 104 123110448.0 105 123110448.0 106 123110448.0 107 123110448.0 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,ITBI,XGBoost,1.078906774520874,"96 30435356.0 97 32862060.0 98 30686260.0 99 30820580.0 100 27962944.0 101 29478172.0 102 28936718.0 103 30221442.0 104 30221442.0 105 30221442.0 106 29641188.0 107 30614960.0 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do ICMS,MLP,1.0955853462219238,"96 6.277116e+07 97 5.968742e+07 98 5.812163e+07 99 5.974505e+07 100 5.716440e+07 101 6.041249e+07 102 5.870522e+07 103 5.745257e+07 104 5.807169e+07 105 5.829265e+07 106 5.851137e+07 107 5.579282e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do IPVA,XGBoost,2.032846212387085,"96 25951148.0 97 24864430.0 98 23944212.0 99 23944212.0 100 16423268.0 101 78574736.0 102 29040398.0 103 32804696.0 104 32390480.0 105 32390480.0 106 30203518.0 107 56653816.0 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,IPTU,XGBoost,3.949784278869629,"96 1403.763184 97 1545.345947 98 1717.601562 99 1672.507935 100 1674.059570 101 1100.080566 102 1779.179810 103 1163.330322 104 1195.649658 105 1513.846680 106 1163.330322 107 1322.287598 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,ISS,XGBoost,1.8047490119934082,"96 10279.232422 97 10279.232422 98 10279.232422 99 10279.232422 100 10279.232422 101 10279.232422 102 10279.232422 103 10279.232422 104 10279.232422 105 10279.232422 106 10279.232422 107 10279.232422 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,ITBI,Prophet,2.6413865089416504,"90 1092.990356 91 1505.379272 92 3476.211670 93 5116.775879 94 7102.142578 95 1798.744263 96 1412.986572 97 5475.226562 98 3481.830078 99 4316.992188 100 2841.024658 101 2932.507080 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do ICMS,MLP,0.8977620601654053,"96 245916.895286 97 240192.666044 98 241295.500213 99 248888.223782 100 250241.524492 101 254969.312967 102 256549.185772 103 258959.346783 104 264272.969979 105 267606.893453 106 271257.133380 107 268920.657311 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do IPVA,SARIMAX,1.195063829421997,"94 11840.658203 95 11377.969727 96 1343.897217 97 7370.557129 98 7118.648438 99 20842.134766 100 13549.084961 101 15691.902344 102 9680.722656 103 14821.253906 104 13602.470703 105 20410.501953 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,IPTU,HWES,1.3407185077667236,"96 12641.839844 97 13627.416016 98 8379.387695 99 8981.134766 100 8585.166016 101 11784.450195 102 20060.699219 103 12787.896484 104 17542.607422 105 18759.119141 106 15736.477539 107 11274.533203 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,ISS,MLP,0.8843784332275391,"96 43408.709137 97 42258.124553 98 41225.877247 99 40717.413396 100 45258.213364 101 30811.419136 102 37345.861576 103 37190.698033 104 37225.773109 105 37090.932559 106 32730.121252 107 42370.155951 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,ITBI,MLP,1.1873438358306885,"96 36216.495208 97 36046.623955 98 35318.638053 99 26432.865085 100 40313.017856 101 25719.559585 102 28103.772536 103 26373.350154 104 24708.410776 105 28309.718656 106 19812.076171 107 24742.611676 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,Cota-Parte do ICMS,MLP,0.9673261642456055,"96 798969.776239 97 783653.958503 98 796344.521153 99 820127.779324 100 836301.854748 101 822614.630918 102 837069.242240 103 849028.417710 104 861381.505368 105 867041.837497 106 871596.330315 107 873876.444404 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,Cota-Parte do IPVA,XGBoost,2.321561336517334,"96 24469.828125 97 27160.005859 98 11108.996094 99 15069.605469 100 14350.859375 101 314828.562500 102 52018.132812 103 51147.988281 104 44880.152344 105 44779.125000 106 44694.789062 107 324510.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,IPTU,AR,2.6754977703094482,"96 968356.8750 97 967767.1875 98 936178.8750 99 935105.2500 100 982459.8125 101 953990.3750 102 988960.0625 103 990865.1250 104 977364.2500 105 977364.2500 106 954821.8750 107 959299.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,ISS,MLP,1.7292990684509277,"96 1.358703e+06 97 1.458889e+06 98 1.440221e+06 99 1.429105e+06 100 1.421906e+06 101 1.423086e+06 102 1.546361e+06 103 1.461122e+06 104 1.472235e+06 105 1.482722e+06 106 1.495420e+06 107 1.512840e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,ITBI,SARIMAX,1.5129632949829102,"96 1084814.750 97 1069559.500 98 1401037.250 99 1401037.250 100 1401329.125 101 1402111.500 102 1401037.250 103 1401329.125 104 1401329.125 105 1402111.500 106 1401912.000 107 1401329.125 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do ICMS,MLP,1.1444354057312012,"96 4.877951e+06 97 4.831568e+06 98 4.957481e+06 99 5.028036e+06 100 5.260527e+06 101 4.974297e+06 102 5.098037e+06 103 5.173577e+06 104 5.169476e+06 105 5.172318e+06 106 5.097566e+06 107 5.246385e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do IPVA,XGBoost,2.003234386444092,"96 7.407895e+05 97 6.420529e+05 98 6.262535e+05 99 6.638579e+05 100 6.082421e+05 101 2.849764e+06 102 6.276842e+05 103 1.104109e+06 104 1.143649e+06 105 1.092207e+06 106 1.141381e+06 107 2.795078e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,IPTU,SARIMAX,2.3786730766296387,"96 497556.40625 97 525163.06250 98 594085.43750 99 607746.25000 100 572363.31250 101 496960.93750 102 559982.93750 103 582106.62500 104 582106.62500 105 582106.62500 106 582106.62500 107 562435.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,ISS,Prophet,1.1782464981079102,"96 1811982.75 97 1811982.75 98 1811982.75 99 1811982.75 100 1811982.75 101 1811982.75 102 1811982.75 103 1811982.75 104 1811726.25 105 1811726.25 106 1811982.75 107 1811726.25 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,ITBI,MLP,1.0613391399383545,"96 305302.642772 97 268283.845687 98 256453.344361 99 249856.343233 100 303998.832717 101 270021.421016 102 272955.473152 103 262168.112699 104 268551.529969 105 282896.285564 106 276225.729536 107 261863.601979 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,Cota-Parte do ICMS,MLP,1.1139509677886963,"96 2.013523e+06 97 2.170846e+06 98 2.159528e+06 99 2.041873e+06 100 2.168523e+06 101 2.112402e+06 102 2.159854e+06 103 2.137262e+06 104 2.130178e+06 105 2.162925e+06 106 2.150197e+06 107 2.163632e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,Cota-Parte do IPVA,SARIMAX,2.1046321392059326,"96 3.961189e+05 97 4.004003e+05 98 3.856744e+05 99 3.091284e+05 100 2.120742e+05 101 2.704493e+06 102 3.854039e+05 103 3.849561e+05 104 5.439494e+05 105 6.611774e+05 106 6.629228e+05 107 2.614523e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,IPTU,XGBoost,1.2964966297149658,"96 2329172.500 97 2245729.000 98 1745811.125 99 1760856.125 100 2197116.000 101 2307071.000 102 2274547.000 103 2274547.000 104 2307071.000 105 2307071.000 106 2269812.250 107 2278462.750 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,ISS,MLP,1.0402915477752686,"96 4.129820e+06 97 4.085360e+06 98 4.080685e+06 99 4.055125e+06 100 3.968331e+06 101 3.556223e+06 102 3.655253e+06 103 3.588054e+06 104 3.489904e+06 105 3.388342e+06 106 3.318810e+06 107 3.502233e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,ITBI,MLP,1.1640880107879639,"96 1.142375e+06 97 1.019424e+06 98 1.101053e+06 99 1.100924e+06 100 1.048556e+06 101 1.049483e+06 102 1.014336e+06 103 1.073245e+06 104 1.023324e+06 105 1.008426e+06 106 1.025262e+06 107 1.020044e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Cota-Parte do ICMS,MLP,1.0006535053253174,"96 6.278828e+06 97 6.182643e+06 98 6.266681e+06 99 6.430135e+06 100 6.524728e+06 101 6.470761e+06 102 6.554426e+06 103 6.618831e+06 104 6.695687e+06 105 6.730163e+06 106 6.761446e+06 107 6.746652e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Cota-Parte do IPVA,MLP,1.2489230632781982,"96 -1.186117e+05 97 1.199453e+06 98 1.053197e+06 99 6.091056e+05 100 1.140290e+06 101 6.931982e+06 102 1.320665e+06 103 2.541877e+06 104 2.855041e+06 105 2.967277e+06 106 3.809491e+06 107 4.850697e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,IPTU,MLP,1.9754283428192139,"91 -3.227947e+04 92 -5.479637e+04 93 -7.227034e+04 94 -1.098098e+05 95 -1.895409e+05 96 -2.020279e+05 97 -2.909179e+05 98 -3.902218e+05 99 -5.186344e+05 100 -6.914172e+05 101 -9.311783e+05 102 -1.194729e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,ISS,XGBoost,1.6920251846313477,"96 33375.003906 97 28187.517578 98 34791.699219 99 34721.105469 100 36005.906250 101 33283.257812 102 39179.886719 103 38142.195312 104 34378.890625 105 34378.890625 106 34371.699219 107 39423.445312 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,ITBI,XGBoost,2.0833353996276855,"93 7205.274414 94 17893.550781 95 18137.857422 96 17492.275391 97 18249.205078 98 17674.593750 99 18369.990234 100 20519.195312 101 20079.236328 102 19593.673828 103 19071.847656 104 20720.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do ICMS,MLP,1.2922258377075195,"96 560862.766756 97 558622.271652 98 569105.756806 99 582641.750690 100 599888.586213 101 593197.186167 102 602164.574411 103 609862.561747 104 616216.629359 105 620277.168676 106 621462.536301 107 625703.256634 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do IPVA,MLP,1.237511396408081,"95 -21128.055072 96 11900.498553 97 1873.890623 98 -22427.940694 99 -2824.620972 100 105870.679201 101 -23701.712318 102 -5081.344371 103 -12414.109216 104 -27030.054870 105 -18473.960153 106 -27786.688612 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,IPTU,SARIMAX,1.417794942855835,"96 5613556.50 97 5615500.00 98 5646443.50 99 3931156.75 100 4028883.75 101 30014526.00 102 5501471.00 103 5486790.00 104 5501471.00 105 5259679.50 106 5296147.00 107 30575876.00 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,ISS,MLP,2.3235552310943604,"96 1.150656e+07 97 1.118749e+07 98 1.123600e+07 99 1.124956e+07 100 1.137989e+07 101 1.126213e+07 102 1.141211e+07 103 1.161873e+07 104 1.166967e+07 105 1.175848e+07 106 1.170842e+07 107 1.184955e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,ITBI,HWES,1.9934422969818115,"96 3231537.00 97 4531559.00 98 3480884.75 99 3250053.75 100 3253646.00 101 3253646.00 102 3985294.25 103 3071264.75 104 3314260.00 105 3314260.00 106 3314260.00 107 3409593.50 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Cota-Parte do ICMS,MLP,1.7602264881134033,"96 5.784963e+07 97 5.772964e+07 98 5.909465e+07 99 6.102920e+07 100 6.264577e+07 101 6.305780e+07 102 6.348823e+07 103 6.407179e+07 104 6.460989e+07 105 6.472755e+07 106 6.464628e+07 107 6.418882e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Cota-Parte do IPVA,SARIMAX,1.5107429027557373,"96 4560478.00 97 3452703.00 98 2800613.00 99 2926585.00 100 2735135.00 101 13904453.00 102 4141043.25 103 4115157.50 104 6239610.50 105 6302193.00 106 6230141.00 107 14087341.00 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,IPTU,XGBoost,1.5940096378326416,"96 3023748.75 97 3008313.50 98 6436963.00 99 3400268.50 100 3790509.25 101 3841176.75 102 6531746.50 103 3424844.75 104 3386673.25 105 3369520.50 106 3369520.50 107 3878652.25 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,ISS,MLP,1.0025408267974854,"96 9.996946e+05 97 1.000831e+06 98 1.026587e+06 99 1.208265e+06 100 5.724526e+05 101 9.388102e+05 102 8.667515e+05 103 8.435665e+05 104 7.802913e+05 105 5.390615e+05 106 1.058567e+06 107 7.629065e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,ITBI,MLP,1.4918737411499023,"96 2.375745e+06 97 2.275720e+06 98 2.099933e+06 99 2.011820e+06 100 2.139321e+06 101 2.219882e+06 102 2.056877e+06 103 2.042550e+06 104 2.087233e+06 105 2.134050e+06 106 2.097253e+06 107 2.048894e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do ICMS,XGBoost,1.5013229846954346,"96 568181.3750 97 629971.0625 98 550729.8125 99 651360.0000 100 551198.9375 101 594161.6250 102 568093.6875 103 590136.5000 104 568562.8125 105 572772.6250 106 567901.1875 107 550729.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do IPVA,MLP,1.8068816661834717,"96 21842.834225 97 180542.713741 98 138753.587858 99 -38061.821437 100 9411.601826 101 381626.804312 102 143280.487010 103 204395.216710 104 239824.313482 105 263175.936582 106 303333.768009 107 157079.115166 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,IPTU,MLP,2.2519874572753906,"92 36276.892727 93 35321.875757 94 32421.921443 95 9962.084312 96 -23434.142786 97 56104.053032 98 43094.569601 99 42271.164916 100 41131.943486 101 34001.699031 102 21278.178547 103 34326.277365 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,ISS,XGBoost,1.147404432296753,"95 102475.218750 96 90746.398438 97 79473.296875 98 87058.242188 99 86310.671875 100 98101.742188 101 90111.421875 102 89988.093750 103 89845.210938 104 90100.085938 105 98101.742188 106 98101.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,ITBI,XGBoost,1.3552401065826416,"95 20724.955078 96 14801.208984 97 34663.988281 98 14356.625000 99 15533.652344 100 24589.984375 101 36218.156250 102 23209.681641 103 24406.583984 104 8725.967773 105 10795.647461 106 23697.816406 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do ICMS,MLP,1.0180413722991943,"96 437987.893899 97 414673.111948 98 430372.169707 99 449986.149752 100 473083.299689 101 465311.779119 102 468117.433073 103 484935.427940 104 492175.148887 105 493877.767132 106 489141.394586 107 491417.391283 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do IPVA,MLP,1.2413158416748047,"96 37736.789309 97 30576.617958 98 21864.697833 99 16734.993343 100 22958.643000 101 121084.679400 102 47447.027680 103 43188.458460 104 42195.787737 105 43052.135786 106 50423.501758 107 69506.667311 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,IPTU,SARIMAX,1.319173812866211,"92 5636.713379 93 6103.310059 94 66717.695312 95 7375.656738 96 5971.840820 97 4889.398438 98 5549.774902 99 11558.958984 100 157472.765625 101 12151.489258 102 13446.837891 103 3952.710449 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,ISS,XGBoost,1.97265625,"96 26599.308594 97 36132.828125 98 33817.472656 99 26929.378906 100 26815.375000 101 50319.621094 102 26625.164062 103 35772.757812 104 35772.757812 105 26806.169922 106 26806.169922 107 50358.007812 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,ITBI,SARIMAX,1.795229434967041,"93 32405.101562 94 33213.492188 95 29916.462891 96 34072.066406 97 29933.175781 98 31628.464844 99 30704.632812 100 29920.496094 101 34072.066406 102 31563.207031 103 29920.496094 104 31628.464844 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do ICMS,MLP,1.0885436534881592,"96 533432.845067 97 532565.673795 98 535123.098008 99 549354.222540 100 549599.817369 101 558090.278758 102 562226.701971 103 564709.573674 104 572284.526624 105 576197.787767 106 580964.726690 107 573801.618097 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do IPVA,MLP,1.1353187561035156,"96 4.920998e+04 97 1.022855e+05 98 1.437204e+05 99 1.896827e+05 100 2.820800e+05 101 4.673062e+05 102 4.684107e+05 103 6.539786e+05 104 8.903988e+05 105 1.211590e+06 106 1.653429e+06 107 2.139384e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,IPTU,MLP,1.0191774368286133,"78 2439.299995 79 2551.497390 80 -245.553374 81 -7709.143110 82 848.489757 83 3487.178672 84 -888.308812 85 -1627.803521 86 -2288.690072 87 -3473.216118 88 -1103.753972 89 -3757.359863 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,ISS,XGBoost,0.9750683307647705,"92 33143.351562 93 30632.802734 94 30190.054688 95 30753.378906 96 31015.105469 97 30049.523438 98 30049.523438 99 30287.546875 100 30049.523438 101 30397.404297 102 30190.054688 103 30049.523438 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,ITBI,SARIMAX,1.1986005306243896,"91 12250.096680 92 20018.947266 93 26869.599609 94 15731.891602 95 19308.041016 96 10054.753906 97 21758.154297 98 18382.054688 99 20006.939453 100 20163.210938 101 21413.162109 102 9447.573242 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do ICMS,Prophet,1.056302785873413,"92 619293.5000 93 578356.5625 94 578317.8125 95 578845.6875 96 558669.4375 97 594334.3750 98 628046.6875 99 575680.3750 100 627031.6250 101 585581.1875 102 585581.1875 103 547248.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do IPVA,MLP,1.43711256980896,"90 3280.959032 91 14082.933456 92 2441.809181 93 3145.411210 94 11556.794283 95 33655.181593 96 18155.656415 97 23279.227682 98 22019.566153 99 25727.038674 100 32197.506372 101 17382.359986 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,IPTU,SARIMAX,1.0604794025421143,"93 1.463736e+06 94 1.469266e+05 95 1.057396e+05 96 9.462127e+04 97 1.063756e+05 98 9.715216e+04 99 1.542094e+06 100 1.156179e+05 101 9.715216e+04 102 9.518374e+04 103 9.715216e+04 104 9.715216e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,ISS,XGBoost,1.6128826141357422,"96 149640.828125 97 169361.890625 98 166672.468750 99 169361.890625 100 168875.765625 101 167561.031250 102 170225.000000 103 170225.000000 104 170225.000000 105 170225.000000 106 170225.000000 107 170225.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,ITBI,Prophet,1.2125792503356934,"96 86089.882812 97 84514.523438 98 86089.882812 99 71113.859375 100 78140.820312 101 87949.914062 102 86601.968750 103 90122.484375 104 86601.968750 105 77746.343750 106 83106.898438 107 82601.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,Cota-Parte do ICMS,XGBoost,1.1680281162261963,"96 1272907.250 97 1316209.375 98 1316209.375 99 1316772.125 100 1316209.375 101 1345011.375 102 1316772.125 103 1316209.375 104 1316772.125 105 1273124.125 106 1304577.500 107 1297682.625 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,Cota-Parte do IPVA,HWES,1.2754814624786377,"96 104318.984375 97 71985.789062 98 41300.683594 99 31057.681641 100 29528.767578 101 303000.031250 102 130142.445312 103 73729.890625 104 47029.378906 105 39997.539062 106 39997.539062 107 252396.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,IPTU,SARIMAX,1.0500736236572266,"96 3318098.75 97 2709763.25 98 2774299.25 99 2127890.00 100 -3147168.50 101 -2981310.00 102 -2939523.50 103 -2916761.00 104 -2857971.75 105 -2953337.00 106 -2762050.75 107 -2834308.25 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,ISS,MLP,2.274033784866333,"96 9.461968e+06 97 9.276360e+06 98 9.363994e+06 99 9.534840e+06 100 9.662544e+06 101 9.480769e+06 102 9.677416e+06 103 9.709136e+06 104 9.898308e+06 105 9.898296e+06 106 9.845530e+06 107 1.027241e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,ITBI,SES,1.5979413986206055,"96 1928690.500 97 1896180.125 98 1928690.500 99 1853497.250 100 2014663.500 101 2117462.500 102 1930252.500 103 1897974.375 104 1893070.625 105 1895017.000 106 1835352.250 107 1898738.250 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do ICMS,MLP,1.0607388019561768,"96 1.230992e+07 97 1.188488e+07 98 1.189554e+07 99 1.227773e+07 100 1.236622e+07 101 1.237115e+07 102 1.243255e+07 103 1.254232e+07 104 1.276648e+07 105 1.285940e+07 106 1.297882e+07 107 1.284625e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do IPVA,XGBoost,1.33831787109375,"96 2.350831e+06 97 1.449876e+06 98 1.466390e+06 99 1.395390e+06 100 8.356853e+05 101 1.006734e+07 102 1.662765e+06 103 1.114429e+06 104 2.910900e+06 105 2.733433e+06 106 2.886427e+06 107 1.005373e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,IPTU,XGBoost,1.2068912982940674,"82 1470.067261 83 1481.821899 84 2271.719482 85 1170.755127 86 926.007751 87 1272.150513 88 881.856201 89 881.856201 90 926.007751 91 1018.212830 92 1110.883301 93 698.548767 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,ISS,SARIMAX,1.806797981262207,"96 40656.335938 97 52744.339844 98 44452.175781 99 44598.003906 100 44387.726562 101 44424.332031 102 44424.332031 103 44284.320312 104 44424.332031 105 44424.332031 106 44424.332031 107 44284.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,ITBI,XGBoost,1.4419701099395752,"81 14836.695312 82 16452.810547 83 4218.591797 84 6957.181152 85 12299.932617 86 21751.945312 87 2955.788330 88 4114.704102 89 24034.804688 90 9799.791992 91 7250.280762 92 5902.181152 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do ICMS,MLP,1.073991298675537,"96 472253.272483 97 465943.833392 98 477968.678729 99 490620.321088 100 503858.298909 101 490457.380401 102 501004.244427 103 508457.700902 104 513017.971523 105 514743.905035 106 514425.305103 107 518657.420161 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do IPVA,MLP,1.0610301494598389,"96 -978.528676 97 11621.484828 98 16022.518110 99 7828.393089 100 18890.666823 101 88934.107675 102 22988.582058 103 33515.000925 104 38727.517267 105 39425.458766 106 49937.304289 107 50297.397402 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,IPTU,AR,1.674813985824585,"96 137502.546875 97 137502.546875 98 245530.328125 99 129453.437500 100 128013.406250 101 131578.687500 102 127623.109375 103 127623.109375 104 224938.109375 105 134074.703125 106 134642.578125 107 122911.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,ISS,MLP,2.071197509765625,"96 594790.644253 97 648536.000979 98 651935.036321 99 689928.020877 100 705181.770749 101 717918.662781 102 744608.169833 103 763782.494546 104 780925.661250 105 787742.619023 106 803603.888793 107 821231.239838 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,ITBI,SARIMAX,2.0934925079345703,"96 296433.375000 97 191563.562500 98 252593.671875 99 178174.906250 100 211807.125000 101 217473.109375 102 218300.015625 103 261972.093750 104 217473.109375 105 219695.156250 106 250449.140625 107 170028.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do ICMS,SARIMAX,0.9722907543182373,"96 2773985.25 97 2797413.75 98 2797200.50 99 2567434.50 100 2225188.50 101 2645318.50 102 2805850.25 103 2797413.75 104 2818970.75 105 2807940.25 106 2257500.00 107 2559185.50 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do IPVA,MLP,1.3164477348327637,"96 6.093096e+04 97 3.146012e+05 98 3.445689e+05 99 3.525668e+05 100 5.109153e+05 101 1.716067e+06 102 6.390493e+05 103 9.153664e+05 104 1.069876e+06 105 1.225187e+06 106 1.499816e+06 107 1.709417e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,IPTU,HWES,1.8726372718811035,"76 3301.360352 77 2595.657715 78 2372.093994 79 2801.054932 80 2498.362305 81 7911.071777 82 2605.134766 83 2045.899658 84 15803.112305 85 17458.767578 86 10142.729492 87 1940.815430 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,ISS,MLP,3.3926985263824463,"96 82779.555659 97 62294.890278 98 39274.176708 99 31483.748110 100 79301.024033 101 4517.342664 102 1678.656662 103 21715.257105 104 58234.048460 105 68116.550549 106 -5445.203502 107 111810.548447 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,ITBI,XGBoost,1.5745649337768555,"92 26243.365234 93 33646.722656 94 34439.515625 95 28377.066406 96 39941.828125 97 30456.914062 98 26536.863281 99 34325.542969 100 31045.273438 101 36448.640625 102 25432.837891 103 34828.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do ICMS,MLP,1.0600671768188477,"96 681792.498704 97 678025.351493 98 691479.552371 99 704435.203561 100 727578.802322 101 703169.841048 102 717437.119072 103 726154.227253 104 730196.691365 105 732673.642720 106 729694.916765 107 740595.960147 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do IPVA,XGBoost,1.8924002647399902,"96 33930.253906 97 28957.990234 98 31727.324219 99 31727.324219 100 34349.777344 101 72206.781250 102 62726.585938 103 63904.187500 104 63904.187500 105 63904.187500 106 62726.585938 107 68599.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,IPTU,HWES,1.4356048107147217,"95 67893.273438 96 31673.832031 97 27857.060547 98 13289.218750 99 12421.729492 100 12440.717773 101 70518.421875 102 16498.070312 103 16889.828125 104 12439.202148 105 12412.843750 106 12412.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,ISS,SARIMAX,1.664170503616333,"96 116658.046875 97 114443.359375 98 102262.859375 99 93320.625000 100 111297.265625 101 119678.796875 102 118212.218750 103 131631.109375 104 114695.734375 105 114700.742188 106 112926.421875 107 133964.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,ITBI,XGBoost,2.106553554534912,"96 30256.833984 97 18877.925781 98 59807.929688 99 108665.804688 100 42984.097656 101 26678.888672 102 133364.625000 103 73565.039062 104 31231.759766 105 31146.750000 106 38351.257812 107 111507.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do ICMS,MLP,1.4304590225219727,"96 8.468216e+05 97 8.779787e+05 98 8.676233e+05 99 8.929956e+05 100 9.026644e+05 101 9.196152e+05 102 9.384783e+05 103 9.530787e+05 104 9.679389e+05 105 9.819963e+05 106 9.983120e+05 107 1.003273e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do IPVA,SARIMAX,1.3644134998321533,"95 70963.937500 96 59973.855469 97 54192.175781 98 58821.304688 99 51829.816406 100 148190.421875 101 143694.765625 102 84319.085938 103 84319.085938 104 84319.085938 105 85247.046875 106 148190.421875 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,IPTU,SARIMAX,2.330620050430298,"88 4207.797852 89 2444.447998 90 1409.290649 91 9374.376953 92 2929.804688 93 991.175476 94 1683.488403 95 1009.177429 96 1609.739380 97 3454.058350 98 1400.955444 99 1800.418091 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,ISS,SARIMAX,1.5628528594970703,"96 29829.181641 97 30753.427734 98 46143.707031 99 46254.667969 100 46160.980469 101 46109.890625 102 46272.757812 103 46103.507812 104 46109.890625 105 46022.589844 106 45978.152344 107 46109.890625 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,ITBI,MLP,3.2187891006469727,"96 9926.264380 97 10682.429589 98 9763.454868 99 6132.809448 100 6003.933691 101 5985.211806 102 7081.367892 103 6876.303867 104 7074.674087 105 6857.144283 106 6643.361417 107 8906.866377 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,Cota-Parte do ICMS,MLP,1.1756062507629395,"96 511491.530717 97 495710.990273 98 512087.761877 99 509563.110427 100 550802.270618 101 525662.405018 102 537294.920214 103 545247.594006 104 551833.629178 105 560250.376536 106 568737.605878 107 555939.548837 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,Cota-Parte do IPVA,XGBoost,1.5299980640411377,"96 11985.256836 97 7752.384277 98 10457.428711 99 8379.284180 100 179041.359375 101 178979.546875 102 32456.685547 103 132920.218750 104 138396.421875 105 138396.421875 106 122563.820312 107 122563.820312 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,IPTU,SARIMAX,1.060483455657959,"85 605.695740 86 3365.595703 87 1613.960571 88 884.120300 89 1711.351807 90 2006.565552 91 1915.677612 92 1602.442505 93 2249.256104 94 1415.707642 95 2614.689453 96 2048.567139 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,ISS,XGBoost,2.5069994926452637,"96 84336.421875 97 91183.390625 98 91080.648438 99 86861.007812 100 91183.390625 101 91080.648438 102 91080.648438 103 91080.648438 104 86758.257812 105 91080.648438 106 91080.648438 107 86758.257812 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,ITBI,XGBoost,1.6118443012237549,"84 8410.007812 85 5408.020996 86 5495.825684 87 6237.393555 88 4901.551270 89 5377.016602 90 6669.029785 91 6279.544434 92 6669.029785 93 6555.139160 94 6367.540527 95 5505.312012 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,Cota-Parte do ICMS,MLP,1.1337103843688965,"96 279282.529931 97 274263.642793 98 275459.998664 99 283516.331702 100 283274.955286 101 291065.131441 102 292410.801964 103 293909.047200 104 298545.494339 105 301309.479359 106 304409.829696 107 300322.612181 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,Cota-Parte do IPVA,MLP,1.246964454650879,"96 598.579090 97 10740.070936 98 12236.065804 99 19419.130562 100 9928.703571 101 62316.311838 102 18508.919142 103 29105.235243 104 35367.638148 105 37405.638525 106 45053.214481 107 44114.256900 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,IPTU,HWES,1.2087440490722656,"96 4268.991699 97 10995.374023 98 -36047.316406 99 12881.181641 100 15048.216797 101 15048.216797 102 8247.250000 103 8561.578125 104 9684.735352 105 13118.621094 106 11982.000000 107 11982.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,ISS,HWES,1.1600425243377686,"96 25426.062500 97 26519.542969 98 26267.851562 99 26848.894531 100 26848.894531 101 26450.548828 102 24651.808594 103 26903.273438 104 26939.093750 105 26939.093750 106 26939.093750 107 26939.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,ITBI,XGBoost,1.2885284423828125,"95 22509.867188 96 25502.636719 97 11178.956055 98 13722.735352 99 15475.173828 100 5818.617676 101 11600.847656 102 13557.915039 103 16342.048828 104 15580.606445 105 11682.187500 106 10533.449219 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,Cota-Parte do ICMS,MLP,1.3813812732696533,"96 636857.862161 97 633333.896068 98 651447.387727 99 666980.065892 100 696637.961570 101 663951.103605 102 685225.353397 103 697917.335153 104 702312.776946 105 705018.046629 106 698744.361806 107 717290.186424 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,Cota-Parte do IPVA,MLP,2.2903878688812256,"92 65746.510669 93 35592.417712 94 37419.139952 95 51050.162071 96 66639.292335 97 74475.077732 98 81098.003483 99 83809.084559 100 105599.564007 101 122430.428481 102 138367.312600 103 91562.937641 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,IPTU,SARIMAX,2.2809267044067383,"79 268607.875000 80 33780.554688 81 129869.617188 82 9593.322266 83 9491.296875 84 9544.473633 85 268607.875000 86 18129.964844 87 21511.324219 88 9604.355469 89 14736.065430 90 9604.355469 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,ISS,MLP,1.9102706909179688,"96 61498.485806 97 63581.137002 98 65824.177981 99 71667.661665 100 60144.792876 101 50883.187963 102 58377.413952 103 56346.376886 104 52943.015845 105 45960.891687 106 51125.588272 107 57388.524128 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,ITBI,XGBoost,2.423527717590332,"94 22806.164062 95 39068.000000 96 8932.565430 97 16622.148438 98 17122.878906 99 38604.253906 100 8148.494141 101 9875.962891 102 25323.218750 103 27479.677734 104 11759.691406 105 9954.235352 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Cota-Parte do ICMS,XGBoost,2.068758487701416,"96 408599.90625 97 414018.78125 98 392678.68750 99 335167.31250 100 394589.09375 101 418752.46875 102 367437.59375 103 299648.37500 104 393893.25000 105 402004.03125 106 383910.53125 107 382219.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Cota-Parte do IPVA,MLP,1.8544156551361084,"96 211438.002833 97 74840.610019 98 78053.670365 99 70351.853612 100 112240.965158 101 288584.103926 102 205887.508751 103 193970.953076 104 223243.147865 105 248481.991983 106 310376.338068 107 389567.964140 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,IPTU,XGBoost,1.2841987609863281,"79 4602.511719 80 4602.511719 81 1707.691650 82 1855.442261 83 1741.384399 84 738.360229 85 3528.268799 86 3528.268799 87 1083.023193 88 1171.073853 89 1022.448303 90 909.875427 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,ISS,SARIMAX,1.8198235034942627,"96 11753.242188 97 10919.205078 98 11785.462891 99 11368.541016 100 11645.171875 101 11307.341797 102 11400.450195 103 11437.137695 104 11654.914062 105 11309.443359 106 11400.450195 107 11654.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,ITBI,SARIMAX,0.9891676902770996,"75 190017.250000 76 173756.234375 77 178562.390625 78 158125.484375 79 141997.015625 80 173756.234375 81 173756.234375 82 178562.390625 83 173756.234375 84 189965.312500 85 189965.312500 86 173836.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do ICMS,MLP,1.2591018676757812,"96 486088.949550 97 482403.195237 98 489195.025908 99 499513.700332 100 511249.834359 101 503265.877561 102 510365.256079 103 515572.088727 104 520200.991285 105 522771.171329 106 523507.339092 107 526248.578429 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do IPVA,MLP,1.433018445968628,"90 60327.257065 91 52583.428001 92 37377.830730 93 61257.542800 94 91888.850429 95 119724.062152 96 127339.026690 97 162822.520492 98 205967.387304 99 269083.742252 100 340204.814371 101 419508.140098 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,IPTU,XGBoost,2.259997606277466,"96 9.388502e+05 97 8.260411e+05 98 2.644880e+05 99 2.529392e+05 100 6.129837e+05 101 1.430230e+06 102 2.020591e+06 103 1.006454e+06 104 1.006454e+06 105 1.006454e+06 106 1.006454e+06 107 1.006454e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,ISS,XGBoost,2.190068244934082,"96 498164.25000 97 758864.18750 98 518346.96875 99 755972.50000 100 547480.12500 101 757535.62500 102 570867.37500 103 591617.06250 104 524465.00000 105 591617.06250 106 630048.06250 107 591617.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,ITBI,SARIMAX,1.2242298126220703,"96 210253.625000 97 203779.546875 98 260517.171875 99 258061.843750 100 256164.218750 101 239791.500000 102 186991.015625 103 281017.781250 104 239791.500000 105 234669.890625 106 256839.312500 107 213827.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,Cota-Parte do ICMS,MLP,1.0791034698486328,"96 2.024095e+06 97 2.016695e+06 98 2.059158e+06 99 2.099828e+06 100 2.173564e+06 101 2.107603e+06 102 2.149481e+06 103 2.177223e+06 104 2.190690e+06 105 2.199338e+06 106 2.190699e+06 107 2.222822e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,Cota-Parte do IPVA,XGBoost,1.3482391834259033,"96 2.724309e+05 97 1.770275e+05 98 1.418452e+05 99 1.110946e+05 100 6.356093e+04 101 9.710299e+05 102 1.827208e+05 103 1.528728e+05 104 1.705606e+05 105 1.750125e+05 106 2.128878e+05 107 1.093739e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,IPTU,HWES,1.7933118343353271,"81 1468.413696 82 77725.812500 83 4325.951172 84 3720.996582 85 19217.388672 86 3652.494629 87 11779.585938 88 12654.113281 89 10926.295898 90 9949.375000 91 50856.656250 92 5571.361328 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,ISS,XGBoost,3.2657063007354736,"84 12151.285156 85 13786.722656 86 10963.580078 87 10207.851562 88 10972.563477 89 13581.598633 90 10972.563477 91 9949.291016 92 9302.486328 93 11348.075195 94 11553.377930 95 10325.759766 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,ITBI,XGBoost,2.0237162113189697,"83 8854.484375 84 20373.246094 85 12989.154297 86 20367.580078 87 14376.333984 88 14376.333984 89 16204.364258 90 18553.578125 91 14376.333984 92 18553.578125 93 14376.333984 94 14376.333984 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,Cota-Parte do ICMS,MLP,1.4164564609527588,"84 578796.853114 85 567673.308492 86 565652.908153 87 583482.436691 88 578571.714171 89 608078.918855 90 610318.562540 91 613996.542867 92 628047.554420 93 640387.797084 94 653373.079862 95 649149.935222 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,Cota-Parte do IPVA,MLP,1.820556640625,"84 -1492.015253 85 19360.760742 86 19813.750768 87 18955.473727 88 42813.777302 89 98283.748359 90 43008.688355 91 61351.919200 92 70800.347927 93 80945.109473 94 101306.059884 95 76475.852537 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,IPTU,HWES,1.2124841213226318,"86 14376.153320 87 15448.207031 88 13822.833984 89 4344.798340 90 2424.618164 91 5886.648926 92 28483.972656 93 28871.470703 94 31969.072266 95 11868.136719 96 22123.634766 97 25995.886719 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,ISS,MLP,1.1109247207641602,"96 19562.425537 97 18252.903283 98 18241.390626 99 16459.783216 100 17350.539415 101 17111.003714 102 17141.653873 103 16864.684937 104 17019.567616 105 17325.866020 106 17942.752208 107 17970.320755 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,ITBI,XGBoost,0.9568049907684326,"91 16809.298828 92 10890.397461 93 9223.608398 94 9813.873047 95 10600.048828 96 10503.872070 97 12083.234375 98 10898.783203 99 10515.167969 100 5755.404297 101 10466.045898 102 10428.589844 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do ICMS,MLP,1.091376543045044,"96 378935.866775 97 375197.703785 98 382669.641352 99 388704.909066 100 401020.972643 101 380403.067873 102 390155.445358 103 394554.441436 104 395102.419255 105 395025.498605 106 391197.338285 107 399562.275316 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do IPVA,HWES,1.21451997756958,"95 13314.530273 96 12383.832031 97 52224.312500 98 176122.875000 99 41242.746094 100 50261.113281 101 36675.125000 102 36770.621094 103 67257.601562 104 78122.140625 105 53168.265625 106 38986.535156 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,IPTU,AR,1.8758525848388672,"88 2.155464e+06 89 2.432100e+06 90 2.417226e+06 91 1.856919e+06 92 1.422254e+07 93 2.277652e+06 94 2.233464e+06 95 2.277652e+06 96 2.277652e+06 97 2.259794e+06 98 1.511523e+07 99 2.297488e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,ISS,MLP,2.1995062828063965,"88 6.708434e+06 89 5.920262e+06 90 6.480051e+06 91 6.824730e+06 92 6.954397e+06 93 6.063287e+06 94 6.318605e+06 95 6.638792e+06 96 6.536255e+06 97 6.383294e+06 98 6.226970e+06 99 6.523376e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,ITBI,XGBoost,1.512056589126587,"88 2450735.250 89 2885996.000 90 3351504.250 91 2610997.250 92 2728894.250 93 2600775.000 94 2453401.500 95 2093592.625 96 2558736.750 97 2104093.000 98 2096142.375 99 2214430.250 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,Cota-Parte do ICMS,MLP,1.053720474243164,"88 2.601125e+06 89 2.599573e+06 90 2.657734e+06 91 2.740327e+06 92 2.822264e+06 93 2.840793e+06 94 2.874991e+06 95 2.911051e+06 96 2.945501e+06 97 2.963947e+06 98 2.970932e+06 99 2.968162e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,Cota-Parte do IPVA,MLP,1.363011121749878,"88 2.516719e+05 89 7.533525e+05 90 6.545486e+05 91 3.359625e+05 92 6.081997e+05 93 2.310332e+06 94 9.541482e+05 95 1.294329e+06 96 1.367063e+06 97 1.336105e+06 98 1.570221e+06 99 1.398438e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,IPTU,MLP,1.0261995792388916,"76 73085.974712 77 51458.008074 78 154458.576455 79 219802.307736 80 220323.817268 81 190561.627932 82 179152.493567 83 182685.707367 84 234362.496603 85 234552.660597 86 235427.638433 87 240121.848835 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,ISS,XGBoost,1.060504674911499,"76 84669.992188 77 84592.914062 78 91329.789062 79 87820.054688 80 89781.718750 81 84839.156250 82 81699.734375 83 81730.085938 84 80325.328125 85 71898.242188 86 80325.328125 87 71983.695312 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,ITBI,SARIMAX,1.002779483795166,"76 457742.03125 77 457163.00000 78 457163.00000 79 457163.00000 80 457163.00000 81 457163.00000 82 457163.00000 83 457163.00000 84 457163.00000 85 457163.00000 86 457163.00000 87 457163.00000 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,Cota-Parte do ICMS,XGBoost,1.7967064380645752,"76 1624128.875 77 1666777.250 78 1626068.875 79 1488018.750 80 1487507.000 81 1615749.500 82 1615193.750 83 1614844.875 84 1615193.750 85 1600325.250 86 1600325.250 87 1613771.625 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,Cota-Parte do IPVA,SARIMAX,1.318298578262329,"74 137669.843750 75 201347.250000 76 194059.390625 77 195941.765625 78 195491.390625 79 369328.343750 80 251540.531250 81 369328.343750 82 369328.343750 83 369328.343750 84 369328.343750 85 329543.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,IPTU,XGBoost,1.098172664642334,"96 7106.063965 97 13070.332031 98 7320.086914 99 10548.775391 100 10082.874023 101 10355.247070 102 12381.875977 103 9965.300781 104 12301.415039 105 10355.247070 106 10355.247070 107 10355.247070 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,ISS,XGBoost,1.0643041133880615,"96 622881.2500 97 584663.9375 98 592154.1250 99 629785.2500 100 633013.6875 101 588558.8125 102 629436.3125 103 588248.4375 104 635135.6875 105 629436.3125 106 583208.3750 107 598912.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,ITBI,XGBoost,1.561455249786377,"92 5791.894531 93 13726.844727 94 10240.255859 95 17558.853516 96 10767.780273 97 11039.699219 98 7350.424316 99 11630.491211 100 7211.777344 101 16195.488281 102 20587.736328 103 10167.699219 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do ICMS,MLP,2.273214817047119,"96 525727.784422 97 517856.583566 98 526618.906498 99 541249.460744 100 548953.041238 101 539390.768629 102 549633.782389 103 545927.048770 104 551327.753500 105 552881.681931 106 553695.412789 107 536154.234346 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do IPVA,XGBoost,2.0244529247283936,"96 44425.640625 97 39380.785156 98 38978.429688 99 33351.761719 100 30284.013672 101 203732.718750 102 62222.242188 103 62222.242188 104 62222.242188 105 40364.191406 106 40763.441406 107 203732.718750 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,IPTU,SARIMAX,1.3945581912994385,"94 89115.367188 95 110581.335938 96 118651.562500 97 155922.625000 98 137710.593750 99 136787.437500 100 339854.718750 101 226053.468750 102 217666.781250 103 180170.625000 104 239035.609375 105 763469.750000 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,ISS,XGBoost,1.0955471992492676,"96 169328.093750 97 176703.718750 98 171370.375000 99 231852.515625 100 170031.062500 101 176550.296875 102 160023.781250 103 171481.375000 104 157981.515625 105 202741.125000 106 170031.062500 107 171762.218750 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,ITBI,XGBoost,1.5246262550354004,"93 14862.822266 94 15951.501953 95 14958.833008 96 10797.225586 97 14195.044922 98 15056.132812 99 17148.728516 100 12922.650391 101 12541.060547 102 12867.105469 103 9567.606445 104 10007.735352 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,Cota-Parte do ICMS,XGBoost,2.5906271934509277,"96 1268621.375 97 1262236.500 98 1239881.250 99 1239881.250 100 1231955.625 101 1255560.875 102 1255560.875 103 1239881.250 104 1262236.500 105 1268821.625 106 1268821.625 107 1239881.250 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,Cota-Parte do IPVA,MLP,1.8009657859802246,"94 -18062.059724 95 -16697.887242 96 -54546.139013 97 -30984.155148 98 23666.026446 99 251822.195794 100 64399.839038 101 79888.536606 102 114044.954436 103 154440.702153 104 206595.156390 105 38222.396028 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,IPTU,XGBoost,1.1208319664001465,"86 315383.28125 87 315329.37500 88 312905.78125 89 303210.96875 90 300698.71875 91 300698.71875 92 312905.78125 93 312905.78125 94 312905.78125 95 312905.78125 96 312905.78125 97 312905.78125 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,ISS,MLP,1.6439707279205322,"96 26014.262867 97 26526.358323 98 26162.401822 99 26081.448112 100 25706.150127 101 26546.401723 102 26596.734703 103 26498.452105 104 26754.053536 105 27011.083528 106 27512.079531 107 27488.656852 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,ITBI,XGBoost,1.077071189880371,"96 44613.621094 97 39710.183594 98 30687.816406 99 28978.203125 100 28978.203125 101 32110.031250 102 26546.261719 103 30864.773438 104 28055.394531 105 29600.248047 106 28101.128906 107 32449.068359 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Cota-Parte do ICMS,MLP,0.9977588653564453,"96 564099.251098 97 556118.406036 98 565080.168120 99 579112.288885 100 592994.230910 101 575212.500891 102 586542.135829 103 593512.111753 104 598736.157756 105 600251.499648 106 599340.566873 107 603789.908149 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Cota-Parte do IPVA,MLP,1.1180310249328613,"96 -30662.848989 97 40061.106441 98 23637.975647 99 -7741.326386 100 37964.469476 101 261687.697912 102 18113.540756 103 72211.009604 104 75847.584727 105 71214.287546 106 121651.251776 107 151796.294509 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,IPTU,XGBoost,1.0384480953216553,"88 97013.171875 89 118788.375000 90 99695.085938 91 60366.910156 92 134396.671875 93 154904.156250 94 102036.367188 95 192618.187500 96 231337.140625 97 238226.640625 98 399533.843750 99 283660.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,ISS,MLP,1.0617766380310059,"96 124801.477124 97 138828.372950 98 129970.676318 99 119722.320063 100 124724.827620 101 126594.788628 102 128729.969707 103 121857.312880 104 124269.120751 105 129310.428496 106 128579.182413 107 128590.365914 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,ITBI,XGBoost,1.4238674640655518,"96 33417.316406 97 30220.498047 98 38327.023438 99 52393.730469 100 41715.160156 101 43714.664062 102 29916.416016 103 38450.812500 104 38712.851562 105 40515.320312 106 43825.468750 107 43714.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,Cota-Parte do ICMS,MLP,2.1344542503356934,"96 9.067379e+05 97 8.983361e+05 98 9.171669e+05 99 9.437805e+05 100 9.675635e+05 101 9.571713e+05 102 9.723543e+05 103 9.849296e+05 104 9.957107e+05 105 1.000477e+06 106 1.002264e+06 107 1.004405e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,Cota-Parte do IPVA,XGBoost,2.2204267978668213,"92 290091.12500 93 290040.59375 94 290040.59375 95 290091.12500 96 290040.59375 97 690406.50000 98 690406.50000 99 690406.50000 100 473837.68750 101 473837.68750 102 473837.68750 103 690457.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,IPTU,SARIMAX,1.2181110382080078,"88 30714.183594 89 30101.494141 90 22887.531250 91 25424.449219 92 24061.332031 93 16488.148438 94 13909.154297 95 10652.434570 96 10134.849609 97 7757.883789 98 20018.027344 99 17203.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,ISS,XGBoost,1.102694034576416,"96 19543.095703 97 37173.691406 98 49204.636719 99 49363.246094 100 49163.621094 101 37173.691406 102 37162.296875 103 49204.636719 104 49163.621094 105 49130.039062 106 49163.621094 107 49204.636719 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,ITBI,XGBoost,1.1057217121124268,"96 100847.085938 97 39212.304688 98 13053.203125 99 14778.282227 100 30240.892578 101 13210.019531 102 21775.478516 103 13292.636719 104 16171.901367 105 16660.931641 106 16387.392578 107 18213.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do ICMS,XGBoost,1.1408591270446777,"96 460129.15625 97 456797.34375 98 520227.62500 99 385037.65625 100 402377.15625 101 512574.31250 102 509437.62500 103 402863.71875 104 512574.31250 105 425145.00000 106 413426.09375 107 512574.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do IPVA,MLP,1.1659440994262695,"95 8117.017810 96 31741.781786 97 7691.644622 98 -2759.280074 99 8477.461986 100 72245.572266 101 25896.067240 102 27233.298802 103 28855.509984 104 29581.896858 105 41350.004784 106 22964.908077 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,IPTU,AR,1.254530429840088,"96 260330.109375 97 283376.187500 98 121882.625000 99 124633.039062 100 124633.039062 101 150237.968750 102 212960.781250 103 211747.359375 104 147584.234375 105 147584.234375 106 149515.750000 107 139007.687500 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,ISS,XGBoost,1.0593328475952148,"96 863594.4375 97 864103.0000 98 880007.8125 99 880007.8125 100 880007.8125 101 880007.8125 102 880007.8125 103 880007.8125 104 880007.8125 105 880007.8125 106 880007.8125 107 880007.8125 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,ITBI,XGBoost,1.127641201019287,"96 7.233601e+05 97 1.038566e+06 98 7.236059e+05 99 9.952095e+05 100 9.364814e+05 101 1.040969e+06 102 9.952095e+05 103 9.357894e+05 104 9.361541e+05 105 9.361541e+05 106 9.361541e+05 107 9.360558e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Cota-Parte do ICMS,MLP,2.006856679916382,"96 4.903436e+06 97 4.832827e+06 98 4.922320e+06 99 5.065370e+06 100 5.183748e+06 101 5.102458e+06 102 5.193079e+06 103 5.266522e+06 104 5.334743e+06 105 5.367387e+06 106 5.386486e+06 107 5.407179e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Cota-Parte do IPVA,XGBoost,2.102093458175659,"96 6.863464e+05 97 6.830300e+05 98 5.348547e+05 99 4.472133e+05 100 3.420888e+05 101 2.007313e+06 102 7.754084e+05 103 7.754084e+05 104 9.469962e+05 105 6.357414e+05 106 6.519427e+05 107 2.006760e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,IPTU,SARIMAX,1.8669235706329346,"81 65583.695312 82 63081.257812 83 62917.050781 84 47620.222656 85 48484.425781 86 15495.208008 87 47620.222656 88 47620.222656 89 62052.847656 90 62052.847656 91 62052.847656 92 31973.783203 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,ISS,XGBoost,1.0559420585632324,"84 40026.433594 85 47935.328125 86 48039.000000 87 47796.437500 88 48080.933594 89 47888.597656 90 43205.992188 91 43264.199219 92 42904.417969 93 43260.695312 94 43070.300781 95 43169.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,ITBI,XGBoost,0.9973304271697998,"84 357545.28125 85 372530.37500 86 372375.03125 87 385744.62500 88 385883.34375 89 372525.40625 90 372080.18750 91 372375.03125 92 385942.46875 93 386110.87500 94 385464.00000 95 385942.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,Cota-Parte do ICMS,MLP,1.0298831462860107,"84 1.605499e+06 85 1.600548e+06 86 1.623894e+06 87 1.646743e+06 88 1.692622e+06 89 1.656790e+06 90 1.677487e+06 91 1.692580e+06 92 1.701252e+06 93 1.707488e+06 94 1.704647e+06 95 1.720409e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,Cota-Parte do IPVA,XGBoost,1.824272871017456,"84 48226.269531 85 28972.201172 86 27335.050781 87 20327.113281 88 19847.332031 89 103890.234375 90 67992.679688 91 24857.267578 92 23436.250000 93 28279.730469 94 38620.308594 95 83565.046875 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,IPTU,MLP,2.3985095024108887,"90 707.566521 91 -1130.321713 92 -3503.198965 93 -9338.137444 94 -6513.155660 95 -6299.926725 96 -7690.584372 97 -8516.748263 98 -9973.333032 99 -11203.173803 100 -10489.335623 101 -11114.448391 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,ISS,XGBoost,3.136256694793701,"92 2962.224609 93 3331.098145 94 4129.148438 95 6258.842285 96 3014.219238 97 4017.227539 98 3742.245605 99 3859.843506 100 3252.972900 101 4552.278809 102 3977.891846 103 4137.634766 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,ITBI,XGBoost,1.5822257995605469,"80 10041.509766 81 3029.064697 82 3391.635742 83 5887.527344 84 4676.734375 85 12585.100586 86 8929.288086 87 7077.549316 88 6165.657715 89 8127.075195 90 2874.809570 91 7418.807617 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do ICMS,XGBoost,1.1575560569763184,"92 289963.281250 93 278661.437500 94 290936.750000 95 284379.562500 96 265950.125000 97 278674.187500 98 278606.375000 99 272004.562500 100 289552.750000 101 289552.750000 102 305845.687500 103 257897.546875 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do IPVA,MLP,1.1638972759246826,"88 -3107.994768 89 7111.926728 90 6046.310747 91 3494.820942 92 1807.206751 93 14851.437334 94 10200.122138 95 14132.941453 96 14686.353840 97 15980.451109 98 17707.382420 99 12673.621994 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,IPTU,HWES,1.7884581089019775,"91 140641.953125 92 20245.556641 93 4963.359863 94 5493.533691 95 3120.770508 96 13095.395508 97 49108.507812 98 10238.773438 99 6484.518555 100 5586.250000 101 5907.860352 102 14682.125977 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,ISS,XGBoost,0.9554479122161865,"96 458419.21875 97 513083.12500 98 471161.90625 99 504678.37500 100 517482.75000 101 517482.75000 102 503616.37500 103 517482.75000 104 517482.75000 105 517482.75000 106 517482.75000 107 517482.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,ITBI,SARIMAX,1.062462568283081,"96 76371.453125 97 66862.593750 98 54195.835938 99 52745.386719 100 53462.914062 101 57091.382812 102 59069.382812 103 53377.746094 104 53377.746094 105 51013.492188 106 63896.304688 107 46152.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do ICMS,XGBoost,1.154026985168457,"96 1182972.375 97 1170247.625 98 1171133.500 99 1159002.000 100 1077582.625 101 1230237.750 102 1256646.500 103 1240756.500 104 1240178.250 105 1244350.125 106 1179208.000 107 1190914.625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do IPVA,MLP,1.241340160369873,"96 -13366.180520 97 82280.274351 98 46274.082503 99 -8222.870246 100 40004.677716 101 504028.554304 102 20998.159777 103 96950.905443 104 90691.412739 105 69986.811237 106 123425.481405 107 192611.150082 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,IPTU,MLP,1.9202632904052734,"86 8572.016527 87 9752.532060 88 8543.008900 89 6818.410801 90 8746.094249 91 10196.704143 92 10692.714557 93 10905.923861 94 11238.888254 95 11390.205074 96 12154.336259 97 13267.716340 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,ISS,XGBoost,1.1158826351165771,"88 12059.069336 89 18148.208984 90 18242.039062 91 17241.921875 92 17555.052734 93 19854.443359 94 13299.663086 95 19767.437500 96 19767.437500 97 19767.437500 98 17012.830078 99 19827.316406 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,ITBI,XGBoost,2.6105823516845703,"86 28040.585938 87 72961.421875 88 6981.472168 89 4857.360352 90 10772.193359 91 7352.236328 92 78245.117188 93 20332.449219 94 11302.363281 95 39603.449219 96 75212.203125 97 57274.988281 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,Cota-Parte do ICMS,MLP,1.800105333328247,"88 424801.761082 89 424411.146951 90 435892.874628 91 448881.638015 92 467746.679000 93 463505.931472 94 472515.839402 95 481268.180162 96 487318.642469 97 491102.209339 98 490781.855489 99 495517.999015 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,Cota-Parte do IPVA,MLP,2.5002734661102295,"87 4013.729668 88 14275.913043 89 10580.602854 90 3238.166697 91 9209.649207 92 34632.058831 93 16496.256912 94 24778.378114 95 26628.425231 96 28113.284991 97 33360.311726 98 20879.159196 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,IPTU,AR,1.4828991889953613,"96 1618078.875 97 1312424.125 98 1729757.000 99 1709373.125 100 1675338.375 101 1602418.500 102 1628514.250 103 1924967.625 104 1616900.125 105 1616900.125 106 1630480.000 107 1734457.625 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,ISS,MLP,1.3059148788452148,"96 2.233268e+06 97 2.104948e+06 98 2.175885e+06 99 2.211369e+06 100 2.288476e+06 101 2.186378e+06 102 2.196869e+06 103 2.310502e+06 104 2.267317e+06 105 2.282703e+06 106 2.283991e+06 107 2.380872e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,ITBI,XGBoost,1.1442501544952393,"96 1.115459e+06 97 8.729191e+05 98 9.268222e+05 99 8.296149e+05 100 9.141616e+05 101 7.443602e+05 102 7.606185e+05 103 8.520169e+05 104 8.493705e+05 105 7.864966e+05 106 8.398796e+05 107 7.515926e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,Cota-Parte do ICMS,XGBoost,1.0603904724121094,"96 1665489.750 97 1673232.000 98 1628980.875 99 1628980.875 100 1635762.250 101 1738597.750 102 1673232.000 103 1673232.000 104 1673232.000 105 1670025.250 106 1664307.750 107 1758046.250 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,Cota-Parte do IPVA,SARIMAX,1.8860821723937988,"96 4.701718e+05 97 3.465978e+05 98 3.326549e+05 99 2.714229e+05 100 2.300867e+05 101 1.722168e+06 102 3.541926e+05 103 5.090028e+05 104 7.409859e+05 105 5.273309e+05 106 5.468842e+05 107 1.889715e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,IPTU,SARIMAX,1.3715989589691162,"80 218643.125000 81 64296.722656 82 216790.937500 83 41468.769531 84 188742.734375 85 188742.734375 86 188871.000000 87 188871.000000 88 188871.000000 89 188742.734375 90 188871.000000 91 188871.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,ISS,XGBoost,1.023592472076416,"96 56446.437500 97 56586.886719 98 83393.304688 99 83393.304688 100 83633.546875 101 83400.421875 102 83393.304688 103 83393.304688 104 83393.304688 105 83393.304688 106 83393.304688 107 83393.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,ITBI,MLP,2.8269245624542236,"94 24405.597951 95 16306.941505 96 24198.973326 97 22198.232135 98 24824.555015 99 20304.084276 100 17775.747547 101 22728.578453 102 18479.302112 103 18561.661511 104 15505.414025 105 16848.024657 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do ICMS,MLP,2.088885545730591,"96 483009.344165 97 542527.598408 98 523567.120428 99 530636.659343 100 546894.807441 101 521880.306366 102 545275.609783 103 531220.186717 104 539481.380206 105 539857.898954 106 535718.824035 107 545317.395770 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do IPVA,MLP,2.3917300701141357,"96 56677.919109 97 168727.809437 98 68707.434312 99 70619.264454 100 104930.839861 101 198010.987087 102 172123.348454 103 183341.222962 104 218874.169797 105 258022.543382 106 318406.025447 107 359067.197396 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,IPTU,SARIMAX,1.8563108444213867,"96 99761.585938 97 14175.327148 98 17684.712891 99 22353.970703 100 7449.237793 101 9885.383789 102 29976.869141 103 22289.642578 104 22335.007812 105 99662.562500 106 11751.599609 107 14167.231445 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,ISS,XGBoost,1.6125810146331787,"96 39317.609375 97 32539.988281 98 29622.273438 99 30091.589844 100 31308.791016 101 27443.439453 102 28842.160156 103 28848.500000 104 29152.939453 105 27229.021484 106 27394.212891 107 26255.685547 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,ITBI,XGBoost,2.5150821208953857,"95 36745.585938 96 60526.902344 97 67873.562500 98 67047.593750 99 4591.291016 100 6983.276855 101 13290.773438 102 11711.933594 103 45713.746094 104 33410.285156 105 43434.132812 106 49629.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,Cota-Parte do ICMS,MLP,2.626305341720581,"96 528575.595808 97 524226.199628 98 532343.382466 99 542165.202913 100 555577.141909 101 541937.412132 102 550775.071952 103 556365.989788 104 560256.262900 105 562486.529814 106 562286.368733 107 567256.538778 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,Cota-Parte do IPVA,MLP,1.5722250938415527,"96 -8324.740737 97 42530.369855 98 43801.966773 99 37511.110554 100 62887.787419 101 222227.832071 102 60109.923978 103 99931.318743 104 112588.504560 105 125476.363663 106 155840.071057 107 165617.674083 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,IPTU,HWES,1.8799471855163574,"93 6915.787109 94 5408.736816 95 3116.416016 96 3615.129883 97 4039.711914 98 11139.451172 99 4547.002441 100 3868.239258 101 3112.552490 102 3728.397217 103 3112.552490 104 10801.831055 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,ISS,SES,1.8405482769012451,"96 27323.126953 97 26753.386719 98 26834.623047 99 27663.121094 100 27662.785156 101 29080.250000 102 29052.187500 103 29052.187500 104 29052.187500 105 29052.187500 106 29052.187500 107 29058.470703 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,ITBI,XGBoost,1.8214545249938965,"95 8270.023438 96 14198.570312 97 8608.958984 98 13787.209961 99 7465.689453 100 5524.948730 101 6338.755371 102 11957.249023 103 6843.294922 104 7766.132324 105 7453.096680 106 5900.571777 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.1751434803009033,"96 425641.46875 97 433146.62500 98 390787.53125 99 379060.37500 100 370633.59375 101 402465.18750 102 432212.21875 103 432212.21875 104 425779.90625 105 385719.46875 106 374469.65625 107 398115.34375 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do IPVA,MLP,1.7635040283203125,"96 -10160.512341 97 37748.923150 98 47524.438318 99 34709.642485 100 44784.394152 101 220712.818426 102 57897.234773 103 105377.817568 104 126323.112631 105 138522.945847 106 173252.304673 107 221954.106257 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,IPTU,MLP,1.3903515338897705,"91 25535.708749 92 15195.707229 93 9487.115736 94 -13317.169721 95 -22787.056522 96 -3835.388195 97 740.176775 98 -1415.856395 99 -2607.168277 100 -11788.078739 101 -15167.338774 102 -6568.907935 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,ISS,MLP,1.0133562088012695,"96 50017.217342 97 53628.614061 98 56301.679781 99 56933.261636 100 58205.792575 101 58624.409644 102 61518.173393 103 63022.690110 104 64629.615698 105 64195.622127 106 65882.436259 107 67320.802118 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,ITBI,HWES,2.2925913333892822,"96 11086.943359 97 11086.428711 98 8209.157227 99 9061.313477 100 6414.903809 101 6537.527344 102 15033.553711 103 15163.407227 104 15953.169922 105 12284.211914 106 12309.281250 107 10878.291992 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do ICMS,MLP,1.1869213581085205,"96 499247.338904 97 493773.930259 98 502075.000779 99 512593.742251 100 523378.797886 101 511897.766030 102 520546.108525 103 525642.429439 104 529285.178962 105 530636.119303 106 530385.658429 107 533099.782189 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do IPVA,MLP,1.2131597995758057,"89 -5838.946086 90 12409.976165 91 4064.614158 92 -2918.849290 93 1737.092085 94 26850.438320 95 -9718.760249 96 -3631.441657 97 -5186.771679 98 -8427.949713 99 -10036.944410 100 -55602.803120 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,IPTU,XGBoost,2.0681889057159424,"96 19632.382812 97 15585.243164 98 20985.876953 99 25628.357422 100 17973.744141 101 18803.164062 102 10586.294922 103 11437.310547 104 14336.573242 105 25755.001953 106 15726.235352 107 12665.614258 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,ISS,SES,1.928950309753418,"96 42862.695312 97 44531.546875 98 44547.855469 99 44529.964844 100 44530.281250 101 48894.359375 102 48894.359375 103 48894.359375 104 48894.359375 105 48894.359375 106 48894.359375 107 48894.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,ITBI,SES,1.6378777027130127,"95 15122.558594 96 25440.375000 97 16985.375000 98 37224.109375 99 36872.367188 100 12072.464844 101 21013.183594 102 15842.743164 103 17091.308594 104 21467.478516 105 36921.042969 106 40653.042969 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,Cota-Parte do ICMS,MLP,1.2821071147918701,"96 721785.191150 97 640421.166758 98 667153.420370 99 699544.862039 100 741319.621219 101 551672.680894 102 585732.392664 103 603973.261168 104 583100.662462 105 550528.885768 106 501424.453770 107 567853.714061 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,Cota-Parte do IPVA,MLP,1.1806440353393555,"95 6843.891668 96 39778.383906 97 82432.707503 98 99767.254896 99 117314.867288 100 378920.582355 101 180330.565244 102 269111.215766 103 378611.365701 104 491803.219064 105 635416.402382 106 820093.000018 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,IPTU,SARIMAX,1.1042027473449707,"96 22528.375000 97 21876.716797 98 22351.388672 99 22258.353516 100 22462.683594 101 22735.843750 102 22627.156250 103 22627.156250 104 32132.472656 105 32466.568359 106 22984.900391 107 23760.630859 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,ISS,AR,4.01587700843811,"96 149448.203125 97 141850.218750 98 152440.750000 99 142050.781250 100 142092.093750 101 152440.750000 102 152440.750000 103 149496.578125 104 152440.750000 105 149496.578125 106 150214.281250 107 152440.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,ITBI,SES,1.728902816772461,"96 60421.496094 97 60583.734375 98 57562.976562 99 60795.902344 100 60520.851562 101 60792.878906 102 60583.734375 103 60795.902344 104 60583.734375 105 60583.734375 106 60795.902344 107 60795.902344 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do ICMS,MLP,1.399529218673706,"96 9.950421e+05 97 9.715284e+05 98 9.725991e+05 99 1.000191e+06 100 9.946797e+05 101 1.013748e+06 102 1.017486e+06 103 1.021827e+06 104 1.038784e+06 105 1.048686e+06 106 1.061938e+06 107 1.046766e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do IPVA,MLP,1.5414948463439941,"96 6982.747205 97 99827.020008 98 95228.899974 99 92404.772165 100 148695.973701 101 592227.045711 102 169205.095837 103 261954.348895 104 297042.364000 105 335332.757614 106 417603.984631 107 513503.217669 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,IPTU,XGBoost,1.338686466217041,"95 59509.980469 96 13113.651367 97 9747.156250 98 11982.678711 99 4323.151855 100 5485.358887 101 19344.429688 102 5708.670410 103 6878.428223 104 5113.947754 105 7276.743164 106 6478.894531 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,ISS,XGBoost,1.1338725090026855,"96 97481.406250 97 99086.210938 98 101331.742188 99 127895.828125 100 98700.203125 101 126188.101562 102 127918.398438 103 129576.164062 104 126629.203125 105 125229.687500 106 103363.773438 107 127340.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,ITBI,XGBoost,1.3325023651123047,"91 4.521056e+05 92 2.869627e+05 93 2.179675e+05 94 1.179502e+06 95 1.179365e+06 96 1.179365e+06 97 1.179365e+06 98 1.179365e+06 99 1.179365e+06 100 1.179365e+06 101 1.179365e+06 102 1.179365e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,Cota-Parte do ICMS,MLP,0.9310731887817383,"96 1.308679e+06 97 1.291668e+06 98 1.306196e+06 99 1.334617e+06 100 1.358143e+06 101 1.341142e+06 102 1.357167e+06 103 1.369966e+06 104 1.384797e+06 105 1.393315e+06 106 1.399319e+06 107 1.402313e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,Cota-Parte do IPVA,XGBoost,1.1519420146942139,"96 59489.066406 97 54314.078125 98 54404.484375 99 17388.240234 100 10029.120117 101 239969.000000 102 66859.664062 103 66770.726562 104 67075.843750 105 71125.414062 106 66666.546875 107 246080.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,IPTU,XGBoost,2.5124213695526123,"75 15408.912109 76 13560.808594 77 10758.739258 78 11916.867188 79 14109.923828 80 14493.762695 81 14174.874023 82 15155.749023 83 15899.156250 84 14591.509766 85 14591.200195 86 13734.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,ISS,MLP,2.502084970474243,"96 24007.793891 97 23900.596344 98 14741.769037 99 18021.752832 100 14980.215329 101 19554.043003 102 15568.647237 103 14268.784669 104 17579.533230 105 16636.240733 106 18137.861834 107 16432.370677 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,ITBI,XGBoost,1.4197416305541992,"84 6605.451172 85 5397.341309 86 3563.014160 87 3545.039795 88 979.957458 89 4245.205566 90 1690.634888 91 4673.945801 92 1651.964233 93 1195.084106 94 2103.280029 95 4555.406738 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do ICMS,MLP,1.214081048965454,"96 464963.643853 97 452027.124410 98 449389.209844 99 460315.010393 100 451972.238849 101 464262.686014 102 463279.472208 103 462474.359765 104 468684.328677 105 471899.592018 106 476461.705991 107 466037.158877 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do IPVA,XGBoost,2.0216126441955566,"96 21691.458984 97 21274.843750 98 20932.148438 99 20932.148438 100 20932.148438 101 100780.203125 102 40951.957031 103 37313.703125 104 37975.855469 105 37975.855469 106 46414.363281 107 85626.398438 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,IPTU,HWES,1.8515310287475586,"87 97715.859375 88 39451.445312 89 36770.691406 90 36723.121094 91 36723.121094 92 36754.417969 93 39426.570312 94 39467.718750 95 39467.718750 96 39467.718750 97 39467.718750 98 39467.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,ISS,XGBoost,1.0853116512298584,"96 13745.615234 97 12856.750977 98 11631.176758 99 13886.887695 100 12903.313477 101 14782.538086 102 14837.699219 103 12366.803711 104 13922.695312 105 14574.681641 106 14348.789062 107 15669.526367 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,ITBI,XGBoost,1.0619056224822998,"94 250300.140625 95 65792.515625 96 96556.054688 97 64615.464844 98 102585.101562 99 78005.492188 100 129834.625000 101 246117.734375 102 318396.500000 103 318611.468750 104 296463.437500 105 309058.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do ICMS,MLP,1.5105252265930176,"96 757615.899545 97 750297.626971 98 938282.868085 99 738173.342302 100 838551.965903 101 829330.687029 102 848231.005446 103 865880.896942 104 831945.640192 105 849647.342977 106 855065.793836 107 855350.395864 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do IPVA,MLP,2.4031968116760254,"96 3.456134e+04 97 7.505351e+04 98 -8.156799e+05 99 6.990598e+04 100 -4.019159e+05 101 -9.133106e+05 102 -1.511980e+06 103 -2.719955e+06 104 -2.933841e+06 105 -6.151782e+06 106 -9.758991e+06 107 -1.546714e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,IPTU,MLP,2.8864314556121826,"96 11816.141131 97 3241.046261 98 -45121.614483 99 -32739.598343 100 -15449.785547 101 -13282.031720 102 -24310.657116 103 -33026.076927 104 -63475.409584 105 -55806.038556 106 -51556.648566 107 -58295.286746 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,ISS,XGBoost,1.6471471786499023,"96 32546.138672 97 29042.689453 98 28972.142578 99 38487.675781 100 27298.093750 101 30086.818359 102 30104.890625 103 36546.968750 104 28340.214844 105 25307.712891 106 35513.289062 107 36512.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,ITBI,XGBoost,0.9959352016448975,"94 23534.205078 95 18938.041016 96 18206.083984 97 51567.765625 98 25928.156250 99 25774.816406 100 21470.736328 101 21365.863281 102 12674.226562 103 16806.164062 104 12659.800781 105 12659.800781 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,Cota-Parte do ICMS,XGBoost,1.031888484954834,"96 427425.65625 97 406899.90625 98 385526.65625 99 365936.56250 100 389831.75000 101 414491.37500 102 422472.34375 103 422663.15625 104 428987.90625 105 490068.12500 106 392088.87500 107 450418.56250 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,Cota-Parte do IPVA,SARIMAX,1.021538496017456,"96 21452.585938 97 22489.632812 98 16782.859375 99 15100.396484 100 14848.737305 101 41120.683594 102 20876.298828 103 20162.039062 104 20784.791016 105 20494.841797 106 20948.564453 107 83337.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,IPTU,HWES,3.004074811935425,"83 3.886350e+05 84 4.185024e+05 85 4.249291e+05 86 4.037635e+05 87 1.930746e+06 88 5.724444e+05 89 4.395240e+05 90 6.461813e+05 91 5.743646e+05 92 6.461813e+05 93 2.949430e+06 94 1.004823e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,ISS,MLP,1.5865604877471924,"84 643878.262273 85 619113.715485 86 646606.500441 87 645800.149892 88 634042.714344 89 620582.893515 90 599244.826495 91 646623.974472 92 629223.974292 93 632464.910374 94 647237.203134 95 658993.324964 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,ITBI,XGBoost,1.7374510765075684,"84 362294.43750 85 381793.87500 86 319975.12500 87 272492.06250 88 271626.31250 89 317389.25000 90 381793.87500 91 304882.03125 92 372181.12500 93 308153.62500 94 310724.53125 95 303385.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do ICMS,MLP,1.2535121440887451,"84 1.649007e+06 85 1.631205e+06 86 1.647582e+06 87 1.680334e+06 88 1.711987e+06 89 1.697142e+06 90 1.712828e+06 91 1.727591e+06 92 1.744921e+06 93 1.755357e+06 94 1.761356e+06 95 1.764239e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do IPVA,XGBoost,2.0554001331329346,"84 3.887252e+05 85 3.876902e+05 86 3.711310e+05 87 3.891166e+05 88 3.715224e+05 89 1.654340e+06 90 3.923013e+05 91 3.923013e+05 92 5.628442e+05 93 5.628442e+05 94 5.799485e+05 95 1.350014e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,IPTU,XGBoost,1.4243135452270508,"90 8971.755859 91 8533.492188 92 6729.098633 93 4231.785156 94 4585.833008 95 2464.993652 96 7877.895996 97 7877.895996 98 6885.291992 99 5771.556641 100 2100.350830 101 5665.491211 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,ISS,XGBoost,1.6769263744354248,"96 15672.406250 97 17387.486328 98 17500.513672 99 17292.728516 100 17745.412109 101 17292.728516 102 17292.728516 103 17292.728516 104 17292.728516 105 17292.728516 106 17292.728516 107 17292.728516 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,ITBI,XGBoost,1.8787744045257568,"96 31377.550781 97 4466.012695 98 4021.868408 99 6011.545898 100 4708.751953 101 10928.968750 102 25315.314453 103 10129.288086 104 9796.685547 105 11809.453125 106 8155.372559 107 12789.754883 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,Cota-Parte do ICMS,MLP,1.2310612201690674,"96 502634.192128 97 471234.308380 98 473531.121523 99 476197.630494 100 510848.424543 101 439370.950261 102 459396.486314 103 474212.690294 104 481263.574202 105 486205.279680 106 466067.951318 107 503619.309131 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,Cota-Parte do IPVA,MLP,2.1405093669891357,"96 -7033.930353 97 29089.617448 98 20642.377211 99 22847.648449 100 54404.210307 101 146316.609339 102 37154.236093 103 72374.582650 104 78246.170234 105 90935.572699 106 113128.208568 107 140636.542733 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,IPTU,Prophet,1.9468071460723877,"93 1.392391e+06 94 1.824576e+06 95 3.079311e+05 96 2.927038e+05 97 3.499135e+05 98 9.839704e+05 99 9.839704e+05 100 3.615482e+05 101 3.615482e+05 102 3.615482e+05 103 3.615482e+05 104 3.615482e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,ISS,SARIMAX,2.1192049980163574,"96 346064.81250 97 354730.53125 98 346521.65625 99 490693.03125 100 373379.43750 101 373379.43750 102 373379.43750 103 363033.59375 104 373379.43750 105 363033.59375 106 373379.43750 107 373379.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,ITBI,SES,1.4781341552734375,"96 71525.500000 97 91497.882812 98 104684.289062 99 98016.937500 100 95497.007812 101 99412.859375 102 93106.812500 103 96284.148438 104 95916.781250 105 99500.890625 106 99321.109375 107 96389.492188 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do ICMS,MLP,1.3063018321990967,"96 1.644528e+06 97 1.614541e+06 98 1.643525e+06 99 1.675532e+06 100 1.719857e+06 101 1.627468e+06 102 1.670116e+06 103 1.690099e+06 104 1.696134e+06 105 1.695024e+06 106 1.681596e+06 107 1.712908e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do IPVA,MLP,1.2441060543060303,"96 6862.008588 97 122650.071574 98 144013.029460 99 73977.821815 100 161879.278983 101 989883.954660 102 211895.191628 103 337144.987148 104 399034.881519 105 417816.019351 106 538753.774491 107 605161.009020 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,IPTU,XGBoost,2.1484768390655518,"96 10483.619141 97 8087.055176 98 5779.723633 99 3781.005371 100 2834.135986 101 10851.747070 102 5490.801758 103 12636.295898 104 3344.786133 105 10611.849609 106 5416.897949 107 5658.839355 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,ISS,SARIMAX,4.178749084472656,"96 41039.210938 97 34528.578125 98 50602.109375 99 24975.654297 100 24522.050781 101 25191.265625 102 23461.123047 103 22809.626953 104 25241.609375 105 32876.992188 106 32605.759766 107 48457.863281 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,ITBI,XGBoost,1.5842006206512451,"94 8598.252930 95 31401.289062 96 9712.425781 97 9211.792969 98 27457.970703 99 17466.544922 100 28809.312500 101 13628.974609 102 15413.493164 103 10760.558594 104 10342.486328 105 20843.732422 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Cota-Parte do ICMS,MLP,1.0493714809417725,"96 405796.292914 97 400958.332403 98 409357.842894 99 417603.502615 100 430665.630037 101 411178.333056 102 421617.930480 103 427097.569952 104 428978.983529 105 429503.631287 106 426544.637245 107 434243.075840 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Cota-Parte do IPVA,SARIMAX,1.2318081855773926,"95 6594.489746 96 4911.782715 97 5091.440430 98 4773.392090 99 3448.282715 100 47099.070312 101 23233.796875 102 23233.796875 103 16346.097656 104 16346.097656 105 20759.677734 106 48730.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,IPTU,XGBoost,1.9813122749328613,"95 846726.500000 96 851523.687500 97 253659.343750 98 257107.734375 99 277220.906250 100 260772.015625 101 274076.468750 102 212858.171875 103 860679.687500 104 253234.875000 105 231201.578125 106 276452.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,ISS,XGBoost,1.8276817798614502,"96 327085.87500 97 315524.34375 98 326920.68750 99 310827.90625 100 352596.25000 101 376681.12500 102 353146.87500 103 349228.00000 104 349778.65625 105 337149.12500 106 375778.12500 107 342588.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,ITBI,SARIMAX,1.222841739654541,"96 174274.343750 97 205110.718750 98 197731.296875 99 215689.750000 100 209139.406250 101 218694.453125 102 183987.937500 103 210978.656250 104 209139.406250 105 261258.046875 106 209139.406250 107 376086.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do ICMS,MLP,2.0685923099517822,"96 2.597100e+06 97 2.559022e+06 98 2.589615e+06 99 2.661043e+06 100 2.973608e+06 101 2.713636e+06 102 2.811127e+06 103 2.849430e+06 104 2.900962e+06 105 2.936472e+06 106 2.981936e+06 107 2.853697e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do IPVA,XGBoost,1.968167781829834,"96 224174.156250 97 160772.750000 98 100068.687500 99 78213.109375 100 60538.871094 101 692272.625000 102 116580.804688 103 217664.921875 104 215716.843750 105 249536.890625 106 252486.359375 107 822943.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,IPTU,AR,1.41560959815979,"96 133448.218750 97 238839.843750 98 208778.359375 99 138244.000000 100 140727.703125 101 586527.875000 102 209901.359375 103 234977.015625 104 234920.281250 105 211070.921875 106 210786.687500 107 529500.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,ISS,MLP,1.2584547996520996,"96 413286.921048 97 440437.866935 98 472383.894910 99 497320.670908 100 500687.164402 101 401927.606618 102 456924.749494 103 458214.562542 104 448569.920172 105 429703.786752 106 407828.729189 107 418800.408009 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,ITBI,XGBoost,1.3049018383026123,"94 42821.066406 95 52135.652344 96 60790.445312 97 66112.015625 98 43216.687500 99 53344.968750 100 59239.187500 101 87500.398438 102 53775.652344 103 29185.558594 104 61447.867188 105 88343.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do ICMS,MLP,1.1502645015716553,"96 1.414087e+06 97 1.404609e+06 98 1.425627e+06 99 1.464242e+06 100 1.480980e+06 101 1.511530e+06 102 1.522090e+06 103 1.550385e+06 104 1.575948e+06 105 1.592484e+06 106 1.610798e+06 107 1.611471e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do IPVA,MLP,1.2242350578308105,"94 31529.718528 95 34335.247455 96 79274.759669 97 55040.553866 98 8176.971057 99 99141.596654 100 36839.509001 101 41720.648868 102 80809.431741 103 82629.925326 104 69365.616514 105 -9608.744588 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,IPTU,XGBoost,1.03594970703125,"67 64619.523438 68 54627.410156 69 36085.378906 70 8037.278320 71 10317.544922 72 18288.990234 73 18288.990234 74 20051.324219 75 1704.739014 76 1162.703613 77 1596.102905 78 1132.045044 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,ISS,XGBoost,1.0858745574951172,"96 75931.710938 97 39627.953125 98 39655.300781 99 33943.613281 100 39601.593750 101 33943.613281 102 33943.613281 103 33943.613281 104 39519.156250 105 39601.593750 106 39519.156250 107 39655.300781 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,ITBI,Prophet,1.7257535457611084,"93 57842.496094 94 18659.785156 95 41161.394531 96 40646.859375 97 15883.178711 98 40694.968750 99 17013.792969 100 62192.175781 101 17448.615234 102 35559.550781 103 37178.917969 104 17234.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,Cota-Parte do ICMS,MLP,1.9721109867095947,"96 498274.379113 97 491825.169400 98 498109.999721 99 507904.444059 100 517881.234146 101 505613.879202 102 512922.953580 103 517513.295881 104 521555.745367 105 523459.416992 106 523854.868256 107 526484.608228 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,Cota-Parte do IPVA,MLP,2.871910333633423,"95 -12774.101855 96 13928.998600 97 14726.018710 98 10433.260475 99 23657.143906 100 132988.718619 101 18328.452668 102 39084.603291 103 49082.299162 104 54041.204600 105 69420.670656 106 58521.019476 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,IPTU,AR,0.9799590110778809,"96 1.563148e+06 97 1.645312e+06 98 1.520146e+06 99 7.583052e+05 100 4.523298e+05 101 3.406621e+05 102 1.347335e+06 103 1.382530e+06 104 1.366865e+06 105 7.935380e+05 106 7.389474e+05 107 7.272439e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,ISS,Prophet,1.0073518753051758,"96 11033946.0 97 9780645.0 98 10576518.0 99 10577209.0 100 10542496.0 101 10657947.0 102 10739270.0 103 11217924.0 104 10161594.0 105 10737907.0 106 10737907.0 107 10041679.0 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,ITBI,SARIMAX,1.0569710731506348,"96 8.958570e+05 97 1.038332e+06 98 9.925596e+05 99 1.019862e+06 100 9.649459e+05 101 7.079526e+05 102 9.262909e+05 103 8.544431e+05 104 8.445591e+05 105 8.489239e+05 106 8.645459e+05 107 9.112224e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Cota-Parte do ICMS,XGBoost,1.768237590789795,"96 16447549.0 97 16138621.0 98 16099549.0 99 17139862.0 100 16538267.0 101 15868665.0 102 17631476.0 103 15378498.0 104 17129896.0 105 15868665.0 106 17303892.0 107 14832338.0 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Cota-Parte do IPVA,XGBoost,2.465583324432373,"96 2297177.500 97 2230928.500 98 1778949.375 99 1647101.750 100 1232405.625 101 6666536.000 102 2162695.500 103 2162695.500 104 2726388.750 105 2724794.000 106 2500337.250 107 6668609.500 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,IPTU,SARIMAX,1.3829255104064941,"96 13109.589844 97 12101.896484 98 7093.246094 99 10803.769531 100 17202.359375 101 13222.250977 102 14164.330078 103 24522.316406 104 9840.450195 105 12012.732422 106 19401.650391 107 13496.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,ISS,XGBoost,1.9454803466796875,"96 29427.472656 97 28372.484375 98 28428.976562 99 40052.242188 100 30156.140625 101 29096.939453 102 36120.972656 103 36094.660156 104 29159.054688 105 30917.849609 106 36094.660156 107 36094.660156 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,ITBI,MLP,3.5671041011810303,"96 18484.104762 97 -819.724799 98 13794.267192 99 8864.318792 100 4427.296290 101 6385.201540 102 -1665.149202 103 3878.547387 104 7380.677930 105 7200.061872 106 8978.110118 107 12355.832164 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do ICMS,MLP,1.467625379562378,"96 661259.703314 97 651164.738036 98 658408.171742 99 673298.438951 100 683944.141858 101 674291.514540 102 682635.569601 103 688897.821249 104 696358.610674 105 700182.463627 106 703119.716839 107 703754.941896 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do IPVA,MLP,1.2356417179107666,"96 8191.302584 97 64034.631582 98 68282.307818 99 66759.420814 100 100576.332413 101 369805.132011 102 124567.245116 103 191525.675550 104 224597.822844 105 261838.872483 106 329691.287261 107 438021.592704 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,IPTU,XGBoost,1.1063225269317627,"96 1.540935e+06 97 1.259562e+06 98 1.007950e+06 99 1.013064e+06 100 1.027561e+06 101 1.550314e+06 102 1.675204e+06 103 1.573038e+06 104 9.947839e+05 105 1.014959e+06 106 1.542767e+06 107 1.666132e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,ISS,XGBoost,1.029285192489624,"96 9.480206e+05 97 8.729012e+05 98 8.518148e+05 99 8.882344e+05 100 9.700832e+05 101 1.054824e+06 102 9.556691e+05 103 9.396568e+05 104 9.019942e+05 105 8.969302e+05 106 9.123964e+05 107 1.046700e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,ITBI,MLP,1.0024988651275635,"96 7.719584e+05 97 8.654613e+05 98 1.231226e+06 99 1.348657e+06 100 1.880326e+06 101 3.702943e+05 102 1.226367e+06 103 1.245019e+06 104 8.517774e+05 105 5.341547e+05 106 -5.248525e+05 107 7.892965e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do ICMS,MLP,1.0957777500152588,"96 5.103440e+06 97 5.039320e+06 98 5.086711e+06 99 5.219699e+06 100 5.282272e+06 101 5.330490e+06 102 5.379063e+06 103 5.428560e+06 104 5.506159e+06 105 5.551446e+06 106 5.594720e+06 107 5.571789e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do IPVA,SARIMAX,1.184274435043335,"96 1269170.625 97 1267510.250 98 818036.375 99 760898.875 100 756604.875 101 3002465.750 102 2117796.250 103 2018959.125 104 1276804.875 105 1281986.875 106 1281986.875 107 3001929.000 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,IPTU,SARIMAX,1.7120680809020996,"96 2.172013e+06 97 2.201336e+06 98 2.080624e+06 99 9.353562e+05 100 9.329881e+05 101 9.232202e+05 102 2.300158e+06 103 2.291700e+06 104 2.924975e+06 105 2.127547e+06 106 2.201359e+06 107 2.386810e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,ISS,MLP,2.1599931716918945,"96 1.079106e+06 97 1.111072e+06 98 1.141905e+06 99 1.118191e+06 100 1.111404e+06 101 1.160078e+06 102 1.166247e+06 103 1.174325e+06 104 1.177920e+06 105 1.194490e+06 106 1.213571e+06 107 1.219039e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,ITBI,HWES,2.2924158573150635,"96 1318004.375 97 1318004.375 98 1318004.375 99 1318004.375 100 1318004.375 101 1318004.375 102 1318004.375 103 1318004.375 104 1318004.375 105 1318004.375 106 1318004.375 107 1318004.375 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,Cota-Parte do ICMS,MLP,1.1000008583068848,"96 4.694709e+06 97 4.662599e+06 98 4.733730e+06 99 4.827955e+06 100 4.944901e+06 101 4.903456e+06 102 4.965051e+06 103 5.017816e+06 104 5.069153e+06 105 5.102002e+06 106 5.120083e+06 107 5.139273e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,Cota-Parte do IPVA,MLP,1.5751912593841553,"96 -1.023790e+05 97 2.423308e+05 98 1.153857e+05 99 -1.136534e+05 100 -5.884362e+04 101 1.452576e+06 102 -4.011339e+04 103 2.213865e+05 104 1.791826e+05 105 6.328889e+04 106 1.498705e+05 107 3.376059e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,IPTU,XGBoost,1.3888306617736816,"96 1406383.375 97 1396303.125 98 1413767.750 99 1640982.375 100 1630166.875 101 1609483.125 102 1663755.875 103 1663755.875 104 1477818.875 105 1477818.875 106 1618003.875 107 1619406.250 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,ISS,SARIMAX,1.2246997356414795,"96 1308690.500 97 1282458.625 98 1282458.625 99 1347219.750 100 1344306.125 101 1344802.000 102 1344802.000 103 1344802.000 104 1344802.000 105 1344306.125 106 1344306.125 107 1344306.125 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,ITBI,SARIMAX,1.635369062423706,"96 510944.78125 97 810648.37500 98 806939.31250 99 657106.81250 100 818140.81250 101 823471.50000 102 811588.31250 103 811677.25000 104 811633.87500 105 811541.75000 106 823471.50000 107 825784.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do ICMS,MLP,1.1871790885925293,"96 4.952155e+06 97 4.894056e+06 98 4.959502e+06 99 5.076144e+06 100 5.171444e+06 101 5.118971e+06 102 5.183236e+06 103 5.234699e+06 104 5.291420e+06 105 5.322109e+06 106 5.342649e+06 107 5.349064e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.0952656269073486,"96 1.161753e+06 97 8.626696e+05 98 8.158049e+05 99 7.975419e+05 100 5.724742e+05 101 3.000181e+06 102 9.786419e+05 103 1.281596e+06 104 1.325609e+06 105 1.343119e+06 106 1.294508e+06 107 2.587000e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,IPTU,SARIMAX,2.385108470916748,"92 4826579.50 93 3424429.25 94 3424407.25 95 3421833.25 96 3421833.25 97 3423701.25 98 4154618.75 99 3030038.00 100 3031805.25 101 3031444.00 102 3031444.00 103 3030038.00 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,ISS,MLP,1.1061046123504639,"96 706734.420498 97 653166.217571 98 722984.004688 99 591048.172258 100 645733.423249 101 557572.019875 102 554409.145457 103 578843.903488 104 501724.381028 105 590515.999851 106 517703.976477 107 585041.676961 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,ITBI,MLP,2.5309882164001465,"96 209880.808752 97 172288.184655 98 221610.915023 99 219666.936771 100 224331.660460 101 203163.478787 102 225754.704880 103 244361.455098 104 232213.571652 105 235704.638033 106 238068.562594 107 251473.737900 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Cota-Parte do ICMS,MLP,2.0317370891571045,"96 1.468752e+06 97 1.449212e+06 98 1.470635e+06 99 1.513648e+06 100 1.541543e+06 101 1.542497e+06 102 1.561465e+06 103 1.579815e+06 104 1.602577e+06 105 1.614792e+06 106 1.624986e+06 107 1.621105e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Cota-Parte do IPVA,MLP,1.907564401626587,"96 8.222150e+04 97 3.246524e+05 98 3.415544e+05 99 2.576726e+05 100 4.414403e+05 101 1.792039e+06 102 5.489027e+05 103 7.927591e+05 104 8.959685e+05 105 9.496454e+05 106 1.180765e+06 107 1.296157e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,IPTU,MLP,1.916785717010498,"83 -1180.135892 84 -5684.251502 85 -8988.243995 86 -15708.624000 87 -22368.523177 88 -39977.803236 89 -49886.703524 90 -70368.738824 91 -99019.297860 92 -137921.435102 93 -191475.973306 94 -266055.077164 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,ISS,MLP,1.66947340965271,"96 14014.901916 97 13348.990270 98 13026.807652 99 14738.040338 100 15909.201339 101 11289.422787 102 12557.560877 103 12528.729364 104 12891.043137 105 11482.234236 106 10089.253375 107 12956.411751 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,ITBI,MLP,1.466672658920288,"93 14091.483356 94 14443.348543 95 14306.350348 96 15809.362309 97 14352.870133 98 13620.336072 99 14927.214205 100 14800.428173 101 19092.631298 102 8743.221576 103 18676.483485 104 16186.280208 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,Cota-Parte do ICMS,MLP,1.0730946063995361,"96 322472.488137 97 321019.292653 98 326718.717542 99 332487.883291 100 342335.391894 101 332895.819864 102 338622.150206 103 342243.552541 104 344197.503750 105 345446.496832 106 344671.113189 107 348761.308080 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,Cota-Parte do IPVA,XGBoost,1.0677928924560547,"94 64180.765625 95 63806.503906 96 63994.781250 97 64364.691406 98 63960.316406 99 82410.523438 100 144377.218750 101 144346.953125 102 144290.796875 103 144290.796875 104 144290.796875 105 144459.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,IPTU,XGBoost,1.081221103668213,"78 40333.433594 79 3017.785889 80 4445.358398 81 10144.361328 82 4914.950684 83 4290.203125 84 3036.252441 85 12161.788086 86 11524.469727 87 10335.983398 88 10352.733398 89 4376.659180 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,ISS,XGBoost,0.979339599609375,"96 5985.436523 97 9128.815430 98 9300.255859 99 9239.156250 100 11126.769531 101 7413.390625 102 8511.455078 103 8135.335449 104 7917.706543 105 8973.969727 106 8810.151367 107 9865.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,ITBI,SES,1.3834426403045654,"91 7117.083984 92 20118.953125 93 14203.512695 94 5852.435059 95 6346.205566 96 3164.166260 97 7471.413574 98 7027.375000 99 2958.627441 100 5695.686523 101 4006.913086 102 6698.692871 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,Cota-Parte do ICMS,MLP,2.2558350563049316,"96 404465.938302 97 398425.409809 98 404635.961449 99 413448.798631 100 422620.070660 101 408496.325360 102 416186.442148 103 420546.983468 104 423492.111686 105 424390.462137 106 423608.438401 107 427164.679707 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,Cota-Parte do IPVA,MLP,3.0648207664489746,"95 3511.658111 96 34510.902954 97 38656.614849 98 49173.430026 99 68402.475886 100 133963.520015 101 88649.219511 102 124957.791109 103 153577.141760 104 191980.762399 105 237966.409871 106 259998.820634 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,IPTU,HWES,1.128782033920288,"85 33927.980469 86 37132.687500 87 36760.847656 88 39129.761719 89 25252.494141 90 36532.750000 91 10133.585938 92 8830.705078 93 9108.520508 94 39036.308594 95 18146.037109 96 38638.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,ISS,XGBoost,1.042365550994873,"96 36460.367188 97 29922.615234 98 28438.027344 99 29452.552734 100 29184.875000 101 29562.777344 102 28084.593750 103 29636.019531 104 24094.250000 105 29526.050781 106 31455.542969 107 24524.152344 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,ITBI,SARIMAX,1.0035004615783691,"93 25635.027344 94 26179.216797 95 18531.695312 96 26247.369141 97 21880.394531 98 21275.521484 99 17731.119141 100 21275.521484 101 22815.128906 102 21275.521484 103 20687.402344 104 14688.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do ICMS,SES,1.4173600673675537,"96 547128.81250 97 574052.31250 98 556058.62500 99 551595.00000 100 557013.62500 101 582097.56250 102 515256.15625 103 527013.87500 104 513918.00000 105 510678.18750 106 510678.18750 107 530790.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do IPVA,XGBoost,2.376358985900879,"96 56141.128906 97 47585.050781 98 42673.574219 99 48148.949219 100 39952.183594 101 217700.906250 102 65649.765625 103 65887.062500 104 76725.226562 105 78479.218750 106 102174.875000 107 217636.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,IPTU,SARIMAX,1.6628224849700928,"96 2244452.000 97 2818548.750 98 2352376.750 99 1365038.625 100 1475407.875 101 4950578.000 102 2098448.250 103 1914238.375 104 1968987.125 105 1930007.250 106 1930275.125 107 6408808.000 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,ISS,SARIMAX,0.8578579425811768,"96 4116042.00 97 4105383.25 98 4195612.00 99 4194364.50 100 4195612.00 101 4094351.00 102 4094351.00 103 4094351.00 104 4093159.75 105 4093159.75 106 4093159.75 107 3212127.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,ITBI,XGBoost,1.46988844871521,"96 1432007.250 97 1175562.125 98 1269585.375 99 1089347.750 100 1108066.125 101 1239061.250 102 1055964.375 103 1137381.625 104 1275678.125 105 1219990.500 106 1136598.250 107 1136598.250 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do ICMS,MLP,2.1336653232574463,"96 9.363801e+06 97 9.045511e+06 98 8.973900e+06 99 9.278048e+06 100 9.179838e+06 101 9.540428e+06 102 9.503299e+06 103 9.533570e+06 104 9.775966e+06 105 9.956915e+06 106 1.017360e+07 107 1.004314e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do IPVA,SARIMAX,2.8466343879699707,"96 1.243636e+06 97 1.152990e+06 98 5.925744e+05 99 4.436799e+05 100 3.053374e+05 101 3.956003e+06 102 1.267429e+06 103 1.229606e+06 104 8.808447e+05 105 7.351026e+05 106 6.636004e+05 107 4.018462e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,IPTU,SARIMAX,1.3385248184204102,"83 48117.867188 84 48117.867188 85 47693.351562 86 28314.175781 87 471026.718750 88 292514.500000 89 212740.406250 90 212740.406250 91 58851.734375 92 70344.984375 93 79613.125000 94 236442.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,ISS,MLP,1.224738359451294,"95 297034.681932 96 301097.979550 97 317476.472046 98 296032.962151 99 298923.035966 100 296640.618314 101 299941.402483 102 308413.746641 103 311399.418392 104 311379.138905 105 311383.955039 106 311437.647764 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,ITBI,XGBoost,0.9855575561523438,"75 161206.015625 76 158789.765625 77 184103.484375 78 218026.890625 79 155807.968750 80 233913.218750 81 174824.843750 82 188092.750000 83 215548.218750 84 214273.437500 85 193848.156250 86 185533.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,Cota-Parte do ICMS,MLP,1.1393013000488281,"96 1.672902e+06 97 1.651738e+06 98 1.677217e+06 99 1.712203e+06 100 1.751200e+06 101 1.704720e+06 102 1.733913e+06 103 1.752189e+06 104 1.765918e+06 105 1.772034e+06 106 1.771333e+06 107 1.784142e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,Cota-Parte do IPVA,MLP,1.3204314708709717,"94 3.368599e+04 95 2.863160e+05 96 3.301277e+05 97 3.196220e+05 98 4.671399e+05 99 1.206564e+06 100 5.780275e+05 101 8.220403e+05 102 9.893182e+05 103 1.173285e+06 104 1.452507e+06 105 1.421109e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,IPTU,XGBoost,1.0709075927734375,"95 253735.078125 96 254081.656250 97 260088.093750 98 236488.687500 99 247525.796875 100 247049.390625 101 234817.968750 102 236488.687500 103 236488.687500 104 236488.687500 105 236959.218750 106 283542.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,ISS,HWES,1.1094300746917725,"96 504052.65625 97 475733.59375 98 543090.87500 99 515360.43750 100 517768.84375 101 443335.53125 102 518170.56250 103 437328.15625 104 435973.84375 105 635782.12500 106 573634.18750 107 562327.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,ITBI,MLP,1.2824680805206299,"95 185068.589334 96 163001.227815 97 141074.660346 98 150913.722475 99 138196.827427 100 182554.586622 101 142722.409779 102 135130.123155 103 136993.338037 104 137061.524259 105 136566.384768 106 120824.808153 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,Cota-Parte do ICMS,MLP,1.9364888668060303,"96 4.354097e+06 97 4.256624e+06 98 4.286284e+06 99 4.405519e+06 100 4.423902e+06 101 4.431143e+06 102 4.471096e+06 103 4.506564e+06 104 4.575287e+06 105 4.609456e+06 106 4.654351e+06 107 4.615583e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,Cota-Parte do IPVA,XGBoost,2.0450940132141113,"67 8.892715e+05 68 1.041836e+06 69 1.057230e+06 70 1.084472e+06 71 1.054258e+06 72 1.036057e+06 73 1.017812e+06 74 1.027118e+06 75 1.022529e+06 76 1.022529e+06 77 1.022529e+06 78 9.992489e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,IPTU,AR,1.7156426906585693,"76 7.990709e+05 77 1.059218e+06 78 2.506235e+05 79 2.588162e+05 80 2.584085e+05 81 3.231014e+05 82 3.289932e+05 83 3.289932e+05 84 8.274078e+05 85 3.274363e+05 86 4.607423e+05 87 4.560433e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,ISS,MLP,1.2840254306793213,"76 743882.529915 77 780458.715028 78 760756.507574 79 823701.127352 80 806282.653607 81 805513.481441 82 828512.332485 83 832069.002993 84 849208.938255 85 846379.094768 86 855442.034543 87 867194.117752 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,ITBI,Prophet,1.059870719909668,"74 74906.796875 75 75447.609375 76 71835.078125 77 69379.617188 78 75702.671875 79 160713.015625 80 69487.937500 81 110508.234375 82 62237.863281 83 62220.664062 84 62237.863281 85 120017.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,Cota-Parte do ICMS,XGBoost,0.9373905658721924,"74 1697179.875 75 1697057.250 76 1629380.125 77 1721633.000 78 1616326.875 79 1791034.125 80 1791034.125 81 1736944.625 82 1788988.000 83 1783042.250 84 1769660.500 85 1619242.500 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,Cota-Parte do IPVA,MLP,1.0645873546600342,"76 96060.421784 77 301534.133630 78 275785.964384 79 139170.358632 80 212166.528819 81 619470.873936 82 388083.540520 83 486783.853013 84 518613.775611 85 522829.512894 86 596832.934730 87 359616.876204 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,IPTU,SARIMAX,1.1662719249725342,"89 11041.966797 90 9739.102539 91 9375.849609 92 8314.008789 93 7887.479004 94 7431.093262 95 7048.112793 96 7376.827637 97 7236.709473 98 7267.529297 99 8103.999023 100 6934.903320 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,ISS,SARIMAX,2.180525541305542,"96 12482.793945 97 12843.382812 98 12843.382812 99 12842.900391 100 12836.732422 101 13025.572266 102 12843.382812 103 12842.900391 104 12842.900391 105 12839.734375 106 12842.900391 107 12842.900391 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,ITBI,SARIMAX,1.126664400100708,"91 14916.516602 92 26706.310547 93 28213.283203 94 28396.541016 95 28060.416016 96 46695.535156 97 46321.160156 98 46321.160156 99 46321.160156 100 46321.160156 101 46321.160156 102 46321.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do ICMS,MLP,1.1451637744903564,"96 329546.513621 97 323680.267806 98 338939.766574 99 346579.898428 100 354861.416164 101 349049.674660 102 357273.835754 103 364330.065364 104 369331.956231 105 370800.085332 106 372710.600780 107 375758.425943 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do IPVA,SARIMAX,1.3326640129089355,"94 23710.859375 95 22540.279297 96 22919.275391 97 22919.275391 98 22919.275391 99 63706.140625 100 63706.140625 101 45796.710938 102 30521.269531 103 45796.710938 104 30312.642578 105 63706.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,IPTU,SARIMAX,0.9100024700164795,"84 37778.707031 85 54569.671875 86 49494.042969 87 50614.546875 88 88930.890625 89 47494.011719 90 58150.496094 91 61576.824219 92 87397.218750 93 46082.585938 94 85577.867188 95 53590.132812 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,ISS,XGBoost,1.1314809322357178,"88 457866.84375 89 457598.62500 90 458047.40625 91 457811.34375 92 457279.56250 93 458047.40625 94 457700.43750 95 458002.68750 96 458002.68750 97 458129.31250 98 458181.81250 99 458002.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,ITBI,XGBoost,1.1654925346374512,"86 32060.025391 87 83620.382812 88 44856.285156 89 26055.027344 90 34814.636719 91 30272.861328 92 27301.513672 93 25499.509766 94 28690.537109 95 25031.421875 96 39023.058594 97 18101.419922 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do ICMS,MLP,1.1942055225372314,"88 1.221622e+06 89 1.215964e+06 90 1.244560e+06 91 1.286298e+06 92 1.345823e+06 93 1.303349e+06 94 1.333748e+06 95 1.351338e+06 96 1.367380e+06 97 1.374111e+06 98 1.371294e+06 99 1.367759e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do IPVA,XGBoost,2.8704826831817627,"87 111146.968750 88 93050.117188 89 83412.351562 90 83245.820312 91 117596.945312 92 238900.453125 93 138352.984375 94 138181.265625 95 90891.023438 96 98598.281250 97 145343.937500 98 203978.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,IPTU,HWES,2.406357526779175,"96 1.106025e+05 97 1.277938e+06 98 4.882457e+05 99 1.124794e+05 100 5.487382e+05 101 1.196693e+05 102 1.317444e+05 103 5.397309e+05 104 2.486765e+06 105 1.488687e+05 106 1.958299e+06 107 2.318767e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,ISS,SARIMAX,1.361168622970581,"96 578955.3125 97 615059.4375 98 639514.5625 99 642249.6875 100 644554.3125 101 620218.6250 102 644554.3125 103 644554.3125 104 644554.3125 105 644554.3125 106 644554.3125 107 644554.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,ITBI,XGBoost,1.154609203338623,"96 142044.921875 97 168403.781250 98 193279.218750 99 175889.843750 100 150013.671875 101 178775.171875 102 189733.171875 103 170518.203125 104 138151.812500 105 156725.718750 106 167069.328125 107 178843.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Cota-Parte do ICMS,XGBoost,1.4646375179290771,"96 2501106.25 97 2529133.75 98 2529133.75 99 2502596.00 100 2471467.00 101 2534824.50 102 2461028.25 103 2534824.50 104 2534824.50 105 2426982.50 106 2426982.50 107 2534824.50 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Cota-Parte do IPVA,MLP,1.8231570720672607,"96 8.704355e+04 97 5.190653e+05 98 5.791719e+05 99 5.800602e+05 100 8.530864e+05 101 1.646076e+06 102 1.113257e+06 103 1.515077e+06 104 1.852706e+06 105 2.238157e+06 106 2.789436e+06 107 2.650684e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,IPTU,MLP,2.6601874828338623,"95 28194.939523 96 12536.289531 97 -9064.449817 98 -55881.565656 99 -37257.349306 100 -55280.636034 101 -85464.185882 102 -113492.051875 103 -143923.094777 104 -177624.940699 105 -204833.798932 106 -242959.452490 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,ISS,HWES,1.902298927307129,"96 431632.43750 97 380173.96875 98 379780.15625 99 364776.00000 100 364750.62500 101 437429.93750 102 372216.68750 103 422622.37500 104 379780.15625 105 410944.12500 106 410944.12500 107 372994.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,ITBI,XGBoost,0.9929158687591553,"96 50985.320312 97 61926.902344 98 51067.773438 99 39646.324219 100 45203.082031 101 39905.714844 102 53479.929688 103 41480.832031 104 43122.468750 105 37119.117188 106 36749.835938 107 35535.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,Cota-Parte do ICMS,XGBoost,1.3127710819244385,"96 731099.3750 97 730787.0000 98 684432.5625 99 610137.6250 100 726634.3750 101 751579.7500 102 730418.8750 103 730418.8750 104 735935.1250 105 708831.6250 106 756605.0625 107 685405.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,Cota-Parte do IPVA,MLP,1.8538424968719482,"96 28237.206503 97 56646.136795 98 47151.346802 99 45126.448764 100 -3822.208231 101 168685.700082 102 53339.880872 103 71686.102566 104 77651.189633 105 54126.418993 106 61973.208657 107 84638.659084 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,IPTU,SARIMAX,1.3967595100402832,"96 1.201716e+06 97 6.355176e+05 98 6.949774e+05 99 5.138330e+05 100 5.066816e+05 101 5.853874e+05 102 4.644470e+05 103 5.806395e+05 104 5.967263e+05 105 4.906104e+05 106 5.071905e+05 107 5.566125e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,ISS,SARIMAX,1.083376407623291,"96 577284.0625 97 668518.5000 98 667625.4375 99 667625.4375 100 667625.4375 101 668518.5000 102 667625.4375 103 667625.4375 104 667625.4375 105 667625.4375 106 667625.4375 107 667625.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,ITBI,MLP,1.1114988327026367,"96 162030.200307 97 162191.318803 98 162400.461662 99 161739.420975 100 166231.808288 101 174712.419360 102 184182.789457 103 182775.379768 104 189835.710618 105 194333.675722 106 202618.498161 107 210707.994851 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Cota-Parte do ICMS,XGBoost,0.9272148609161377,"96 1793970.750 97 1805167.250 98 1604856.250 99 1577558.500 100 1579836.375 101 1857581.375 102 1807849.000 103 1811595.375 104 1577774.250 105 1492445.250 106 1486990.125 107 1811595.375 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Cota-Parte do IPVA,XGBoost,1.851186752319336,"96 3.279053e+05 97 4.411812e+05 98 1.951870e+05 99 1.646007e+05 100 1.553315e+05 101 1.569518e+06 102 4.414922e+05 103 4.614075e+05 104 3.908896e+05 105 4.040898e+05 106 4.249626e+05 107 1.589934e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,IPTU,SARIMAX,1.9738225936889648,"96 1074537.250 97 1134543.000 98 1073841.250 99 1121692.500 100 1106247.750 101 1367739.625 102 1370704.750 103 1367739.625 104 1370704.750 105 1372546.625 106 1372546.625 107 1336139.750 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,ISS,XGBoost,1.1522467136383057,"96 2220635.75 97 2275338.75 98 2270686.00 99 2268443.75 100 2274939.75 101 2274939.75 102 2260894.00 103 2260894.00 104 2260894.00 105 2274939.75 106 2260894.00 107 2260894.00 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,ITBI,MLP,1.2841169834136963,"96 9.161708e+05 97 9.296119e+05 98 9.428316e+05 99 8.939667e+05 100 1.004381e+06 101 9.157684e+05 102 9.305692e+05 103 9.248834e+05 104 9.167806e+05 105 9.284202e+05 106 8.971878e+05 107 9.009803e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do ICMS,MLP,1.2570393085479736,"96 6.162474e+06 97 6.136868e+06 98 6.326639e+06 99 6.402028e+06 100 6.471812e+06 101 6.532219e+06 102 6.576604e+06 103 6.684864e+06 104 6.780234e+06 105 6.800680e+06 106 6.852336e+06 107 6.874213e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do IPVA,XGBoost,1.2566947937011719,"96 1.042621e+06 97 9.062630e+05 98 6.015641e+05 99 6.047444e+05 100 4.619170e+05 101 3.032442e+06 102 1.470155e+06 103 1.049412e+06 104 9.249254e+05 105 9.069465e+05 106 7.909167e+05 107 3.041386e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,IPTU,SARIMAX,1.3436944484710693,"86 87008.976562 87 31872.322266 88 27200.990234 89 19286.160156 90 16516.990234 91 24848.988281 92 18631.068359 93 8331.753906 94 9376.954102 95 80813.718750 96 80888.750000 97 40801.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,ISS,HWES,1.183610439300537,"96 29249.023438 97 22498.396484 98 30093.210938 99 28918.869141 100 31779.779297 101 31326.439453 102 35332.769531 103 30863.921875 104 36656.855469 105 25600.400391 106 21721.470703 107 25467.826172 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,ITBI,XGBoost,1.2683584690093994,"96 39868.218750 97 69300.218750 98 44648.312500 99 31822.482422 100 53511.109375 101 15897.178711 102 14994.622070 103 17429.394531 104 14661.851562 105 25995.203125 106 26956.720703 107 42531.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Cota-Parte do ICMS,MLP,1.0637195110321045,"96 772085.272309 97 768372.383280 98 784342.315189 99 802405.356264 100 828138.486140 101 811638.581117 102 825782.183291 103 836448.873489 104 843367.162844 105 847158.555237 106 845758.614671 107 853402.291630 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Cota-Parte do IPVA,MLP,1.3257029056549072,"96 11787.826119 97 8298.631970 98 17359.098442 99 -4546.459228 100 584.607548 101 103437.406682 102 25084.781902 103 33370.734417 104 41011.280641 105 36626.962787 106 47089.243368 107 47868.932580 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,IPTU,SARIMAX,1.0503158569335938,"85 22142.496094 86 22151.396484 87 19140.818359 88 13382.327148 89 68261.812500 90 9150.624023 91 10071.783203 92 12386.549805 93 20906.376953 94 20575.355469 95 28754.343750 96 51061.496094 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,ISS,SARIMAX,0.9622986316680908,"96 39209.175781 97 39476.750000 98 41335.691406 99 40188.156250 100 38337.121094 101 39302.781250 102 42421.710938 103 37727.562500 104 39175.898438 105 41766.191406 106 41047.453125 107 41751.683594 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,ITBI,Prophet,3.1006863117218018,"94 26014.751953 95 29280.423828 96 26173.519531 97 30484.501953 98 32935.039062 99 61081.042969 100 22494.279297 101 22149.876953 102 25379.335938 103 28812.974609 104 28788.388672 105 22920.386719 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,Cota-Parte do ICMS,MLP,2.023238182067871,"96 418045.779095 97 411886.888313 98 416983.699467 99 428304.929038 100 434760.870988 101 434104.834533 102 439115.376618 103 443662.920921 104 449756.300905 105 453043.585559 106 456071.411998 107 454839.842377 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,Cota-Parte do IPVA,MLP,2.1604528427124023,"96 7087.468584 97 43918.061557 98 36679.272701 99 35565.003288 100 54888.955728 101 182564.886270 102 73267.141836 103 103599.639364 104 118860.152499 105 136815.444250 106 169801.265058 107 195845.603186 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,IPTU,SARIMAX,1.1700108051300049,"87 9858.825195 88 10691.106445 89 9690.648438 90 5616.416992 91 10144.723633 92 4223.476074 93 4330.622559 94 4037.441650 95 4123.717773 96 3103.055420 97 3885.300537 98 2810.475586 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,ISS,MLP,2.7556498050689697,"96 5010.120893 97 18300.102345 98 -22543.628571 99 -374.147750 100 14977.483097 101 -49223.773313 102 5529.462982 103 -17230.754460 104 43025.000659 105 15436.587985 106 -7774.831009 107 96169.170864 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,ITBI,XGBoost,1.865297555923462,"92 5655.839355 93 6399.866699 94 7901.261719 95 11728.552734 96 10534.768555 97 9163.645508 98 15633.809570 99 6232.400391 100 6390.732910 101 6818.698242 102 5626.434570 103 10370.533203 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do ICMS,MLP,1.7362239360809326,"96 464201.792640 97 455368.274335 98 460943.923788 99 471112.369978 100 479268.209774 101 464886.752524 102 472065.542986 103 476342.667652 104 480216.866494 105 481250.651674 106 481185.477464 107 482988.271186 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do IPVA,MLP,2.665693759918213,"96 12257.025246 97 29238.135512 98 32737.218940 99 20643.441301 100 35161.266939 101 129344.931826 102 55955.731381 103 76198.645213 104 90289.895330 105 98789.301556 106 124056.054038 107 139757.687906 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,IPTU,MLP,1.2607672214508057,"79 12359.075033 80 12521.272443 81 8161.366416 82 3993.409395 83 8821.616749 84 9357.424833 85 11483.546057 86 10444.847692 87 10483.150433 88 10280.948892 89 12760.367238 90 13811.018067 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,ISS,MLP,1.5169439315795898,"80 23002.799669 81 26083.512275 82 25792.939306 83 24693.403793 84 29057.342428 85 26091.438886 86 27419.407670 87 28755.281156 88 28793.533413 89 29597.237863 90 29781.476669 91 28963.544486 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,ITBI,AR,0.9857032299041748,"69 33853.906250 70 10988.737305 71 9928.760742 72 8723.474609 73 18225.121094 74 3757.250977 75 799.272827 76 3918.181152 77 1310.765747 78 7968.761230 79 3962.515869 80 3893.572021 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do ICMS,MLP,1.0059471130371094,"80 874332.835767 81 846588.905274 82 844431.583343 83 877980.797690 84 862239.954617 85 907268.480803 86 911639.004211 87 917156.750568 88 940836.021045 89 957313.796467 90 977562.884291 91 959477.227842 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do IPVA,MLP,1.4462754726409912,"80 13319.988721 81 21559.774475 82 21204.624355 83 10520.708064 84 13861.111039 85 33917.982503 86 31592.196063 87 36673.779616 88 39843.558846 89 41367.679311 90 47693.167373 91 39541.426020 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,IPTU,HWES,1.5989651679992676,"95 249879.656250 96 107280.585938 97 90314.921875 98 61988.988281 99 80876.078125 100 79520.835938 101 494201.968750 102 139898.421875 103 139251.718750 104 137930.593750 105 139251.718750 106 129956.570312 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,ISS,MLP,2.142164468765259,"96 175268.632149 97 173302.316351 98 176730.560992 99 182326.524504 100 185324.751624 101 176013.412717 102 179851.962034 103 183882.005404 104 184480.647501 105 183836.693209 106 183591.163896 107 191559.773125 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,ITBI,XGBoost,2.73167085647583,"96 156664.500000 97 171634.203125 98 170591.875000 99 186429.812500 100 158816.109375 101 104607.187500 102 186429.812500 103 166169.406250 104 170959.265625 105 156664.500000 106 166169.406250 107 107679.890625 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do ICMS,MLP,1.2714643478393555,"96 1.927212e+06 97 1.925056e+06 98 1.966185e+06 99 1.996079e+06 100 2.069983e+06 101 2.026261e+06 102 2.059109e+06 103 2.084624e+06 104 2.097046e+06 105 2.107517e+06 106 2.100958e+06 107 2.126308e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do IPVA,MLP,1.1885907649993896,"96 37214.456133 97 101678.009991 98 77925.820838 99 20897.839863 100 69944.391048 101 444736.318983 102 122861.539411 103 184172.080949 104 195650.263148 105 192125.636911 106 254668.767668 107 258291.058532 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,IPTU,SARIMAX,1.1090905666351318,"87 78626.171875 88 58245.847656 89 6159.724609 90 8596.417969 91 2977.406494 92 6077.709961 93 34879.992188 94 30989.808594 95 31068.496094 96 24961.164062 97 17006.292969 98 38959.835938 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,ISS,XGBoost,2.07273006439209,"96 60301.851562 97 51801.886719 98 57784.082031 99 60368.738281 100 60425.386719 101 60425.386719 102 60368.738281 103 57850.968750 104 60368.738281 105 60368.738281 106 60368.738281 107 60368.738281 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,ITBI,XGBoost,1.8076679706573486,"94 24777.250000 95 22260.167969 96 22139.486328 97 25011.835938 98 21919.285156 99 21595.558594 100 21959.052734 101 21936.441406 102 22139.486328 103 21880.171875 104 21936.441406 105 22139.486328 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do ICMS,XGBoost,2.2117559909820557,"96 570529.8750 97 559445.4375 98 585297.1875 99 715995.9375 100 565807.9375 101 559746.3125 102 557436.1875 103 558355.3125 104 562613.8125 105 561728.7500 106 563334.3750 107 557436.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do IPVA,SARIMAX,1.3121037483215332,"96 22478.884766 97 20917.910156 98 14547.812500 99 15399.064453 100 15570.315430 101 155510.359375 102 17658.287109 103 17658.287109 104 28617.988281 105 37146.566406 106 40279.042969 107 97730.929688 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,IPTU,Prophet,0.9551301002502441,"79 18465.759766 80 16585.664062 81 16585.664062 82 14365.175781 83 14365.175781 84 12533.573242 85 15401.422852 86 11990.530273 87 7584.501953 88 8620.132812 89 8620.132812 90 7555.874023 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,ISS,MLP,1.5322959423065186,"96 106501.495018 97 102654.899016 98 102670.594272 99 106414.415336 100 110420.723535 101 108328.547016 102 108598.998385 103 111838.979920 104 112841.210649 105 112822.200020 106 112372.165167 107 115785.495310 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,ITBI,XGBoost,1.647383451461792,"96 59055.015625 97 54785.078125 98 43981.355469 99 47104.808594 100 43344.304688 101 48999.972656 102 33546.703125 103 49089.230469 104 33988.484375 105 32943.574219 106 32585.337891 107 32510.800781 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do ICMS,MLP,2.257413625717163,"96 838392.676350 97 828372.477584 98 838870.209758 99 863292.335115 100 873970.260803 101 889011.490935 102 895136.439454 103 902149.152178 104 913540.583049 105 918823.681560 106 923469.567785 107 915305.070605 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do IPVA,MLP,1.8644728660583496,"96 -31674.766406 97 83801.952654 98 63999.012752 99 26112.601654 100 54857.078956 101 454669.968158 102 60691.734104 103 154666.272053 104 166342.704805 105 177033.971120 106 229109.185489 107 211698.506847 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,IPTU,XGBoost,1.840721845626831,"92 296825.812500 93 153213.187500 94 56889.390625 95 52530.218750 96 60313.398438 97 53718.906250 98 58617.507812 99 165409.015625 100 152356.562500 101 159308.125000 102 51772.550781 103 203310.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,ISS,Prophet,1.0206177234649658,"96 53050.105469 97 51420.410156 98 51634.988281 99 40239.640625 100 44385.839844 101 53055.625000 102 52300.734375 103 52300.734375 104 52300.734375 105 49737.851562 106 51988.964844 107 52300.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,ITBI,MLP,1.128986120223999,"95 18315.491775 96 18476.109793 97 22729.878840 98 23872.546557 99 23208.617618 100 22437.603808 101 19248.103000 102 23191.674662 103 23375.284523 104 22104.673513 105 22066.148638 106 19692.140019 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,Cota-Parte do ICMS,MLP,1.131387710571289,"96 529385.560608 97 527001.615703 98 538940.222974 99 547568.233368 100 566983.598302 101 546088.850604 102 557152.675556 103 563469.233269 104 564559.320480 105 565331.901892 106 561481.523638 107 571529.182776 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,Cota-Parte do IPVA,MLP,1.2898409366607666,"95 2.730621e+04 96 8.728484e+04 97 1.007421e+05 98 1.256124e+05 99 1.832869e+05 100 4.423751e+05 101 2.698453e+05 102 3.811730e+05 103 4.884994e+05 104 6.301261e+05 105 8.243375e+05 106 1.041532e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,IPTU,AR,1.3020248413085938,"96 8.091363e+05 97 7.956786e+05 98 8.026193e+05 99 7.950997e+05 100 7.971816e+05 101 2.995178e+06 102 8.018418e+05 103 8.002868e+05 104 8.002868e+05 105 8.002868e+05 106 8.002868e+05 107 3.586509e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,ISS,HWES,1.5195119380950928,"96 98666.843750 97 170825.625000 98 99262.835938 99 91136.929688 100 91855.695312 101 114709.421875 102 87475.156250 103 105434.195312 104 116326.632812 105 165468.015625 106 112749.664062 107 123776.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,ITBI,XGBoost,1.865849256515503,"96 333920.65625 97 354597.65625 98 341772.56250 99 330018.81250 100 304668.90625 101 343873.65625 102 336367.31250 103 292860.34375 104 341227.40625 105 305882.46875 106 348435.15625 107 325726.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do ICMS,MLP,1.6629858016967773,"96 389498.593325 97 383746.374533 98 388046.646054 99 396271.296676 100 402472.037360 101 405545.534157 102 408737.344597 103 413392.366233 104 418673.498060 105 422106.413275 106 425139.449241 107 426402.357238 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do IPVA,MLP,1.6022534370422363,"96 8527.557612 97 59806.680250 98 34271.030703 99 -1482.302579 100 7959.472573 101 182427.717746 102 40956.252412 103 74190.927156 104 76793.626906 105 66438.676800 106 81987.473714 107 86808.542548 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,IPTU,AR,1.4408440589904785,"95 26296.867188 96 25888.185547 97 21003.173828 98 20893.556641 99 24335.275391 100 19189.751953 101 55387.292969 102 50834.699219 103 25209.873047 104 18630.072266 105 18837.074219 106 29960.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,ISS,XGBoost,1.0877666473388672,"95 1057.885864 96 -876.054688 97 -62.159374 98 -27.252956 99 -530.129272 100 -255.019241 101 -530.129272 102 -647.808533 103 -647.808533 104 -647.808533 105 -647.808533 106 -647.808533 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,ITBI,XGBoost,1.292344570159912,"95 120400.468750 96 27907.412109 97 27907.412109 98 28102.568359 99 26303.792969 100 41383.390625 101 41390.566406 102 30072.775391 103 29004.443359 104 28778.269531 105 26097.574219 106 30737.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,Cota-Parte do ICMS,MLP,1.1080634593963623,"96 513153.512777 97 512432.568427 98 532244.065989 99 551563.252627 100 560914.312103 101 547131.222208 102 538864.268312 103 541378.907256 104 545500.061757 105 544193.731456 106 541802.994100 107 502657.034249 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,Cota-Parte do IPVA,XGBoost,1.1070992946624756,"62 335706.96875 63 288375.31250 64 288375.31250 65 299306.90625 66 299306.90625 67 335872.56250 68 299306.90625 69 288375.31250 70 288375.31250 71 288375.31250 72 288375.31250 73 299306.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,IPTU,SARIMAX,1.341599702835083,"92 22513.324219 93 19727.455078 94 16124.918945 95 29638.150391 96 25433.085938 97 47617.847656 98 24189.744141 99 28035.972656 100 32787.121094 101 34472.296875 102 31984.455078 103 47445.476562 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,ISS,XGBoost,1.188140630722046,"96 21683.451172 97 29519.822266 98 22210.824219 99 27332.871094 100 29600.939453 101 44174.394531 102 44044.031250 103 43930.769531 104 32824.105469 105 43930.769531 106 43850.125000 107 32824.105469 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,ITBI,Prophet,1.188929796218872,"95 -4306.893066 96 3643.055420 97 1963.786743 98 341.999725 99 3330.592529 100 1612.304077 101 3462.563965 102 1943.904541 103 3462.563965 104 3581.068115 105 1254.826538 106 3581.068115 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do ICMS,MLP,0.9900193214416504,"96 477281.838430 97 440196.078271 98 459878.904971 99 471766.679893 100 486865.134165 101 469681.693217 102 474819.645093 103 485940.893963 104 489917.970919 105 491220.369065 106 489164.844019 107 494614.829741 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do IPVA,MLP,1.1583054065704346,"93 29913.395355 94 34163.134341 95 37436.695062 96 44745.322403 97 56749.186412 98 57023.913168 99 54886.478011 100 59544.372872 101 68506.749157 102 75924.935977 103 81731.800694 104 76832.433905 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,IPTU,XGBoost,1.798741340637207,"95 264441.312500 96 231375.921875 97 231744.421875 98 237210.218750 99 207184.250000 100 181541.953125 101 183294.203125 102 153165.000000 103 102199.812500 104 112243.242188 105 137607.406250 106 123826.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,ISS,XGBoost,1.6216027736663818,"96 280275.937500 97 280637.625000 98 280061.625000 99 262144.281250 100 261537.265625 101 282059.843750 102 280803.968750 103 262886.656250 104 281704.343750 105 281704.343750 106 280803.968750 107 280803.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,ITBI,AR,1.8255460262298584,"96 160275.640625 97 187004.000000 98 234474.984375 99 296572.093750 100 310038.625000 101 292931.218750 102 65595.843750 103 117617.929688 104 168039.265625 105 165495.953125 106 184686.734375 107 177442.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do ICMS,XGBoost,1.8867828845977783,"96 3149253.50 97 3232960.00 98 2997219.00 99 2936127.75 100 2809526.75 101 2655242.00 102 2644643.50 103 2382223.25 104 2646381.00 105 2659686.75 106 2559211.25 107 2358680.00 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do IPVA,XGBoost,1.290191650390625,"96 4.613635e+05 97 5.320430e+05 98 3.771824e+05 99 3.835926e+05 100 2.332907e+05 101 1.227960e+06 102 1.189732e+06 103 1.104680e+06 104 6.161208e+05 105 6.253927e+05 106 5.068754e+05 107 1.140224e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,IPTU,AR,0.9795858860015869,"72 287055.750000 73 153923.234375 74 162188.812500 75 162350.234375 76 116816.210938 77 164780.750000 78 354086.406250 79 138393.546875 80 139235.437500 81 144599.484375 82 144407.734375 83 141664.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,ISS,AR,1.1221539974212646,"72 31431.619141 73 33073.582031 74 31028.236328 75 30249.318359 76 29873.626953 77 30148.669922 78 30500.308594 79 31181.486328 80 31016.544922 81 30698.607422 82 28681.384766 83 30420.394531 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,ITBI,SARIMAX,0.9463212490081787,"72 99449.992188 73 69821.296875 74 44640.613281 75 44651.992188 76 128960.132812 77 94443.859375 78 59143.296875 79 44651.992188 80 100209.515625 81 44151.246094 82 52494.757812 83 44539.269531 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Cota-Parte do ICMS,XGBoost,2.1503729820251465,"72 614950.6875 73 580201.0625 74 575195.3750 75 573216.0000 76 533105.3125 77 588695.4375 78 588695.4375 79 588584.4375 80 588584.4375 81 588584.4375 82 584063.5000 83 565835.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Cota-Parte do IPVA,SARIMAX,1.2282054424285889,"61 67895.625000 62 103869.218750 63 64643.093750 64 67744.648438 65 95678.515625 66 102255.218750 67 64643.093750 68 71620.234375 69 98379.617188 70 95278.070312 71 98780.882812 72 71620.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,IPTU,Prophet,1.1749942302703857,"90 638858.937500 91 64341.324219 92 70430.132812 93 64341.324219 94 60363.066406 95 57454.371094 96 638858.937500 97 58357.222656 98 65949.945312 99 58357.222656 100 58357.222656 101 57454.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,ISS,XGBoost,2.4777700901031494,"96 102578.796875 97 108367.101562 98 103758.242188 99 106727.609375 100 106727.609375 101 104408.304688 102 106727.609375 103 106727.609375 104 106727.609375 105 106727.609375 106 106616.195312 107 106616.195312 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,ITBI,SARIMAX,2.5887563228607178,"95 13436.598633 96 15207.640625 97 28858.494141 98 14514.030273 99 14868.023438 100 15522.362305 101 17479.083984 102 19064.892578 103 15585.421875 104 13350.133789 105 14424.983398 106 10175.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,Cota-Parte do ICMS,MLP,1.1837515830993652,"96 1.770857e+06 97 1.735896e+06 98 1.746651e+06 99 1.789682e+06 100 1.796428e+06 101 1.798918e+06 102 1.812363e+06 103 1.823431e+06 104 1.846743e+06 105 1.858367e+06 106 1.873195e+06 107 1.857686e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,Cota-Parte do IPVA,MLP,1.239140272140503,"96 -9566.225701 97 21294.084500 98 43503.290621 99 -13591.945389 100 60727.300808 101 379916.359605 102 65631.017364 103 104281.443467 104 137993.666032 105 122536.169991 106 202940.534165 107 220217.712688 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,IPTU,AR,1.6200311183929443,"96 15714.674805 97 21090.650391 98 17043.990234 99 16067.443359 100 16757.691406 101 19517.658203 102 19115.910156 103 20782.501953 104 21614.257812 105 21614.257812 106 21614.257812 107 20371.087891 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,ISS,SARIMAX,1.7630910873413086,"96 42972.027344 97 47253.460938 98 46288.433594 99 31982.439453 100 42972.027344 101 47253.460938 102 42972.027344 103 42972.027344 104 42972.027344 105 47253.460938 106 42972.027344 107 42972.027344 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,ITBI,XGBoost,1.6772377490997314,"94 11743.914062 95 16459.847656 96 6168.961914 97 10794.401367 98 14185.285156 99 15809.539062 100 15082.456055 101 15513.356445 102 16465.199219 103 15289.481445 104 15513.356445 105 16063.880859 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do ICMS,MLP,1.0584239959716797,"96 444055.126812 97 442336.710604 98 453139.713680 99 464495.321829 100 481472.605096 101 470588.837321 102 480817.501538 103 488481.642562 104 493049.968578 105 495749.066086 106 494687.771381 107 501160.276707 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do IPVA,XGBoost,1.145134687423706,"96 49620.175781 97 50004.121094 98 52206.347656 99 52206.347656 100 51822.406250 101 212914.359375 102 76993.062500 103 76993.062500 104 88707.164062 105 87972.507812 106 95433.796875 107 212778.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,IPTU,HWES,1.3178274631500244,"93 23424.791016 94 15362.626953 95 4521.282715 96 12101.691406 97 6753.401855 98 5512.339355 99 5418.197754 100 5267.294434 101 5906.173340 102 5349.366699 103 7491.408203 104 5990.020508 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,ISS,XGBoost,1.8469963073730469,"96 18879.441406 97 21351.830078 98 30592.144531 99 34918.101562 100 25899.046875 101 30226.794922 102 18893.892578 103 26969.488281 104 22543.515625 105 35396.320312 106 28427.333984 107 30805.763672 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,ITBI,XGBoost,1.4440455436706543,"96 284357.56250 97 284269.37500 98 284117.09375 99 284630.03125 100 284090.03125 101 284287.65625 102 284630.03125 103 284216.90625 104 284161.78125 105 284243.93750 106 284183.90625 107 284243.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do ICMS,MLP,1.302314043045044,"96 492382.049619 97 488939.860507 98 504376.634059 99 522184.502266 100 543762.892937 101 530999.281103 102 543577.447389 103 554516.468042 104 560700.366901 105 563123.372697 106 560682.057954 107 567150.012462 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do IPVA,MLP,1.207000732421875,"96 5535.456342 97 15034.510896 98 5920.366084 99 2397.622481 100 -292.576716 101 63374.014659 102 13870.592843 103 23847.153349 104 23123.484091 105 26400.651365 106 28312.732238 107 23989.501806 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,IPTU,AR,1.3454203605651855,"96 1258201.875 97 1241242.500 98 1243476.625 99 1283508.250 100 1314541.875 101 948767.625 102 900756.625 103 1262245.000 104 904136.875 105 1270302.000 106 1145348.875 107 1263893.500 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,ISS,MLP,1.3121874332427979,"96 1.344500e+06 97 1.404478e+06 98 1.460136e+06 99 1.492094e+06 100 1.567636e+06 101 1.580343e+06 102 1.626090e+06 103 1.717078e+06 104 1.753417e+06 105 1.831651e+06 106 1.861862e+06 107 1.994177e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,ITBI,MLP,1.0755352973937988,"96 382149.863085 97 365332.569543 98 424044.735361 99 468087.518597 100 508115.003829 101 388872.098177 102 442586.426645 103 466776.777524 104 457673.961716 105 437910.480777 106 403706.735281 107 445098.665316 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Cota-Parte do ICMS,MLP,1.1578717231750488,"96 3.498259e+06 97 3.418776e+06 98 3.448814e+06 99 3.540748e+06 100 3.577416e+06 101 3.538285e+06 102 3.575721e+06 103 3.607452e+06 104 3.655881e+06 105 3.675909e+06 106 3.698107e+06 107 3.680900e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Cota-Parte do IPVA,SARIMAX,1.445383071899414,"96 8.668111e+05 97 8.415135e+05 98 7.040408e+05 99 6.677335e+05 100 5.719588e+05 101 2.495462e+06 102 1.888348e+06 103 1.188473e+06 104 1.133845e+06 105 1.083835e+06 106 9.508068e+05 107 2.123449e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,IPTU,XGBoost,1.1030023097991943,"85 4224.112305 86 22777.345703 87 23100.964844 88 4038.092773 89 3786.729736 90 1772.228271 91 7552.872070 92 7573.679688 93 2427.193848 94 3640.783691 95 1279.648926 96 1492.482666 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,ISS,XGBoost,1.3232011795043945,"96 100434.234375 97 124693.523438 98 118743.109375 99 124693.523438 100 118721.757812 101 124693.523438 102 124693.523438 103 124721.453125 104 124693.523438 105 124721.453125 106 124693.523438 107 124721.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,ITBI,MLP,1.847785234451294,"86 25537.108137 87 32293.902432 88 19079.357116 89 18764.420597 90 24601.605920 91 29428.515920 92 25930.315344 93 21633.449067 94 26176.058927 95 28999.894163 96 28659.584229 97 26549.314285 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do ICMS,MLP,1.1938092708587646,"96 372553.761413 97 365361.400720 98 368878.799010 99 391654.087852 100 398179.984126 101 381763.192488 102 388247.821920 103 393037.863167 104 398700.736954 105 400326.484319 106 397742.357842 107 397953.822339 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do IPVA,MLP,1.2854363918304443,"96 12511.964010 97 29159.033702 98 27840.244645 99 58483.979233 100 12127.629775 101 70010.542908 102 51642.693176 103 69688.451222 104 82005.259162 105 95688.129783 106 102053.028135 107 131583.928274 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,IPTU,HWES,1.1872761249542236,"83 2516203.750 84 1277354.625 85 593660.875 86 2274151.000 87 2273375.250 88 1332420.875 89 3415803.750 90 1828725.625 91 2275039.250 92 1828725.625 93 1828725.625 94 1739671.875 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,ISS,MLP,1.295379877090454,"84 8.170074e+05 85 8.174655e+05 86 8.305440e+05 87 8.439398e+05 88 8.837792e+05 89 8.786527e+05 90 8.902301e+05 91 9.298067e+05 92 9.643702e+05 93 9.775912e+05 94 1.000843e+06 95 1.030438e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,ITBI,HWES,1.6118130683898926,"84 195228.421875 85 193449.656250 86 168075.343750 87 168922.531250 88 207536.828125 89 170067.484375 90 167028.359375 91 190252.953125 92 152168.390625 93 192074.937500 94 168204.609375 95 171661.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Cota-Parte do ICMS,MLP,2.320328712463379,"84 1.767119e+06 85 1.748315e+06 86 1.762123e+06 87 1.790782e+06 88 1.818728e+06 89 1.795339e+06 90 1.808922e+06 91 1.819800e+06 92 1.832857e+06 93 1.840096e+06 94 1.843597e+06 95 1.845349e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Cota-Parte do IPVA,MLP,2.9830942153930664,"84 5.554813e+04 85 3.544802e+05 86 3.783766e+05 87 2.971340e+05 88 4.486511e+05 89 1.995321e+06 90 5.760321e+05 91 8.879798e+05 92 1.026866e+06 93 1.121986e+06 94 1.391773e+06 95 1.726433e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,IPTU,SARIMAX,1.346602201461792,"94 399800.593750 95 531264.250000 96 196449.296875 97 193365.562500 98 124660.101562 99 106777.726562 100 360423.500000 101 332067.187500 102 188529.265625 103 378559.625000 104 160858.875000 105 141644.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,ISS,XGBoost,2.153315544128418,"96 325820.750000 97 292493.750000 98 307380.468750 99 349062.187500 100 358146.781250 101 311628.218750 102 319086.812500 103 323126.937500 104 218704.765625 105 230408.328125 106 238470.796875 107 212800.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,ITBI,XGBoost,3.094153642654419,"96 1184596.000 97 1184911.875 98 1186967.750 99 1187991.500 100 1187598.500 101 1188125.875 102 1184911.875 103 1187510.250 104 1187539.625 105 1187216.250 106 1184911.875 107 1187510.250 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do ICMS,MLP,1.2293815612792969,"96 2.695758e+06 97 2.748160e+06 98 2.777658e+06 99 2.849495e+06 100 2.933432e+06 101 2.911651e+06 102 2.959906e+06 103 2.987892e+06 104 3.009546e+06 105 3.023502e+06 106 3.024679e+06 107 3.029142e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do IPVA,MLP,2.257392644882202,"96 50538.719167 97 125779.435202 98 105179.600494 99 -60685.264750 100 4142.932158 101 727374.609908 102 117527.628077 103 170272.415353 104 189968.749646 105 109079.812015 106 193063.574977 107 309988.561906 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,IPTU,XGBoost,1.3217206001281738,"89 16820.597656 90 28277.769531 91 18016.738281 92 27554.791016 93 2164.114258 94 2174.397949 95 2598.097412 96 1929.193481 97 3806.701904 98 12339.310547 99 12861.809570 100 11383.849609 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,ISS,MLP,1.8554577827453613,"96 20854.586750 97 21914.869445 98 24069.733425 99 22092.874573 100 25148.301472 101 21608.251579 102 23404.600795 103 23538.546576 104 23088.282302 105 23313.948258 106 22571.560175 107 23087.025028 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,ITBI,XGBoost,1.8653380870819092,"81 11818.095703 82 8151.774902 83 9496.667969 84 5587.018555 85 5775.381836 86 5407.838867 87 9319.043945 88 5627.697266 89 4982.787598 90 7969.393555 91 5526.389648 92 8162.355469 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,Cota-Parte do ICMS,SES,1.4194655418395996,"96 243400.640625 97 244146.359375 98 242571.078125 99 207906.171875 100 209383.046875 101 259267.234375 102 238724.109375 103 244146.359375 104 238817.078125 105 212235.890625 106 211455.171875 107 242478.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,Cota-Parte do IPVA,MLP,2.006666898727417,"90 5254.560201 91 21886.024637 92 20186.418943 93 21808.884196 94 27089.895345 95 46567.919034 96 30280.973096 97 34341.919803 98 35778.815840 99 37594.250046 100 40129.481741 101 13108.157300 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,IPTU,XGBoost,1.8849666118621826,"78 10487.692383 79 7850.994629 80 5318.516602 81 1008.355408 82 4992.222656 83 597.752686 84 622.336975 85 1987.337280 86 1560.677124 87 3430.844482 88 1560.677124 89 628.105591 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,ISS,SARIMAX,1.163569688796997,"96 44426.007812 97 50092.468750 98 50962.531250 99 50759.636719 100 51501.480469 101 56773.562500 102 51501.480469 103 52076.101562 104 55729.789062 105 51233.644531 106 52469.234375 107 54742.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,ITBI,SES,1.2544832229614258,"88 98862.929688 89 100264.468750 90 101098.781250 91 99229.289062 92 98354.578125 93 99387.585938 94 98825.203125 95 100538.789062 96 99488.820312 97 98800.203125 98 99312.609375 99 99488.820312 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do ICMS,MLP,1.1374404430389404,"96 457840.527370 97 457429.358182 98 464428.031038 99 470999.616460 100 486209.942407 101 474169.440847 102 480834.975173 103 486038.493344 104 488908.777271 105 491372.229659 106 490750.104524 107 497481.682610 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do IPVA,MLP,1.3179926872253418,"96 6311.950785 97 52077.685019 98 60170.468390 99 58759.735674 100 88391.514405 101 288171.945218 102 94757.841521 103 141756.921687 104 162018.245991 105 176860.750221 106 213914.549125 107 243193.494120 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,ISS,MLP,2.489656925201416,"96 2991.656186 97 9334.167039 98 7338.219824 99 6596.578804 100 10761.627851 101 2989.438323 102 14719.614587 103 6180.256441 104 8915.023170 105 8034.759566 106 5445.828832 107 9486.794900 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,ITBI,SES,1.8538868427276611,"89 15643.669922 90 13241.514648 91 8952.623047 92 8433.512695 93 15717.929688 94 12152.151367 95 13697.923828 96 11434.834961 97 8913.017578 98 11805.118164 99 12807.993164 100 13919.896484 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Cota-Parte do ICMS,MLP,1.0345618724822998,"96 330350.799796 97 326943.860119 98 337491.778243 99 349907.193673 100 365516.724844 101 356053.025233 102 366043.124805 103 374844.309566 104 380099.676015 105 382438.049494 106 380774.648366 107 386387.290322 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Cota-Parte do IPVA,MLP,1.1679999828338623,"89 14146.649065 90 4962.981886 91 691.618154 92 -3669.189300 93 10049.232677 94 26499.889110 95 16277.934641 96 11891.971780 97 14008.855184 98 17257.301579 99 24384.721258 100 14629.137370 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,IPTU,XGBoost,1.5539476871490479,"86 9578.996094 87 14782.423828 88 8637.806641 89 2217.031250 90 2282.326416 91 29377.861328 92 5359.049316 93 5385.202637 94 5372.461426 95 5389.731445 96 5402.538086 97 7740.145020 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,ISS,XGBoost,1.3436682224273682,"96 37723.597656 97 20075.863281 98 21916.869141 99 16469.000000 100 20697.595703 101 25720.824219 102 36960.519531 103 21330.117188 104 22218.787109 105 23448.666016 106 26115.720703 107 16241.408203 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,ITBI,XGBoost,1.5338613986968994,"82 5758.522949 83 6198.865723 84 4616.904297 85 4785.074219 86 4094.728516 87 7784.265137 88 4185.844727 89 4477.061035 90 5128.460938 91 4655.411621 92 4696.316895 93 4269.893066 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,Cota-Parte do ICMS,MLP,1.0733730792999268,"96 426343.192195 97 412871.328913 98 420165.008773 99 432457.199914 100 443369.729637 101 452716.406278 102 456898.813829 103 471485.538796 104 484519.709587 105 494194.391228 106 503204.360997 107 510129.340295 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,Cota-Parte do IPVA,SARIMAX,1.3335371017456055,"96 26586.119141 97 12977.897461 98 13230.500000 99 13996.179688 100 13676.104492 101 123439.453125 102 40642.667969 103 38911.628906 104 38338.261719 105 39803.488281 106 39767.738281 107 104300.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,IPTU,SARIMAX,1.3194966316223145,"96 252211.984375 97 189827.187500 98 189827.187500 99 119415.765625 100 95610.000000 101 665979.437500 102 259685.984375 103 256974.281250 104 259539.765625 105 229301.218750 106 243933.312500 107 635094.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,ISS,XGBoost,1.1014971733093262,"96 418297.4375 97 418297.4375 98 418297.4375 99 418297.4375 100 418297.4375 101 418297.4375 102 418297.4375 103 418297.4375 104 418297.4375 105 418297.4375 106 418297.4375 107 418297.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,ITBI,XGBoost,1.3367111682891846,"96 35632.792969 97 30826.431641 98 35778.355469 99 32516.251953 100 35778.355469 101 27087.214844 102 30721.812500 103 30971.996094 104 30721.812500 105 31434.855469 106 31812.210938 107 27212.240234 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do ICMS,XGBoost,1.1661474704742432,"96 1.062605e+06 97 1.112057e+06 98 9.808345e+05 99 9.666508e+05 100 9.668322e+05 101 1.047190e+06 102 1.110365e+06 103 1.111582e+06 104 9.634852e+05 105 9.629323e+05 106 9.460781e+05 107 1.099366e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do IPVA,MLP,1.2735722064971924,"96 63379.762780 97 112795.448007 98 65391.914006 99 -14614.269662 100 54062.523572 101 543245.020978 102 110547.761859 103 160457.004317 104 166063.070149 105 146608.917881 106 222817.785406 107 244502.137586 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,IPTU,AR,2.3016364574432373,"91 134838.421875 92 134552.578125 93 92336.750000 94 92293.554688 95 92323.203125 96 99118.648438 97 99118.648438 98 99372.046875 99 92336.750000 100 134134.484375 101 134370.656250 102 134117.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,ISS,MLP,2.100709915161133,"92 278404.625844 93 279493.683231 94 277839.423339 95 273217.039532 96 295091.539796 97 281173.810238 98 308128.502113 99 298605.190975 100 314941.677473 101 324299.037012 102 313324.174660 103 325837.006265 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,ITBI,SES,2.788846015930176,"92 50643.304688 93 51994.578125 94 80298.023438 95 55884.757812 96 64799.078125 97 67875.078125 98 72753.000000 99 73496.710938 100 59008.515625 101 60991.699219 102 61414.601562 103 59431.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,Cota-Parte do ICMS,Prophet,1.1262567043304443,"92 1.059252e+06 93 1.056971e+06 94 9.965993e+05 95 1.025501e+06 96 9.939331e+05 97 1.208005e+06 98 1.024790e+06 99 1.019895e+06 100 1.047538e+06 101 1.024790e+06 102 1.015578e+06 103 1.171288e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,Cota-Parte do IPVA,MLP,1.1580452919006348,"92 82436.918943 93 165799.451800 94 173783.793202 95 160029.957712 96 209089.197474 97 455192.027782 98 264463.148979 99 309365.906827 100 332518.017526 101 346193.535840 102 374953.409225 103 176330.893518 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,IPTU,SARIMAX,1.2982110977172852,"96 7.360378e+05 97 1.232198e+06 98 1.793650e+06 99 1.249636e+06 100 1.253965e+06 101 1.180612e+06 102 1.255070e+06 103 2.071311e+06 104 1.709369e+06 105 2.071819e+06 106 2.071311e+06 107 2.071311e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,ISS,MLP,1.8817379474639893,"96 569663.414950 97 566460.102877 98 559605.788997 99 612651.129927 100 561744.407603 101 552901.918801 102 558331.495179 103 559779.818078 104 569220.060687 105 528416.886375 106 559082.616574 107 556653.571827 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,ITBI,MLP,1.3636181354522705,"96 203454.949954 97 122689.158105 98 192459.611211 99 146462.795402 100 173455.113411 101 153140.506753 102 131850.213468 103 161675.947093 104 134238.244190 105 145828.743885 106 132037.034195 107 134028.975489 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do ICMS,MLP,1.349410057067871,"96 1.819897e+06 97 1.793438e+06 98 1.803350e+06 99 1.891033e+06 100 1.901878e+06 101 1.862073e+06 102 1.892040e+06 103 1.912229e+06 104 1.934597e+06 105 1.941791e+06 106 1.942490e+06 107 1.952296e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do IPVA,XGBoost,1.3890750408172607,"96 2.455255e+05 97 1.954318e+05 98 1.949334e+05 99 2.164426e+05 100 1.750906e+05 101 1.096739e+06 102 2.093834e+05 103 2.852502e+05 104 3.864944e+05 105 2.557967e+05 106 3.217904e+05 107 1.096739e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,IPTU,AR,1.5161683559417725,"92 88852.515625 93 82443.929688 94 79968.601562 95 77069.617188 96 80816.617188 97 68913.757812 98 80697.273438 99 78339.960938 100 78339.960938 101 113939.695312 102 113939.695312 103 113939.695312 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,ISS,MLP,1.1661241054534912,"92 49567.380881 93 49116.327655 94 50282.410019 95 52031.626652 96 52366.691663 97 52220.451267 98 52963.079054 99 53515.517535 100 54516.923395 101 54660.648447 102 54850.677820 103 55088.481488 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,ITBI,HWES,1.1622984409332275,"92 23255.191406 93 23218.716797 94 26694.234375 95 22865.748047 96 27835.208984 97 27834.910156 98 37260.011719 99 36813.738281 100 20684.988281 101 37191.300781 102 21016.718750 103 21016.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,Cota-Parte do ICMS,MLP,1.0827410221099854,"92 459742.909915 93 452066.700518 94 454127.099722 95 467060.427290 96 468896.163070 97 479014.022279 98 482240.939118 99 486342.729434 100 495409.184808 101 501930.986900 102 509194.536027 103 506183.851442 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,Cota-Parte do IPVA,MLP,1.9024786949157715,"92 46815.927619 93 111723.766531 94 125780.172003 95 116371.171673 96 182452.630152 97 420786.835268 98 220815.729387 99 283118.126406 100 322718.774002 101 362675.023053 102 435338.378467 103 382742.822437 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,IPTU,SES,2.5119082927703857,"96 182596.593750 97 59962.632812 98 41318.359375 99 47295.187500 100 40544.226562 101 40544.226562 102 204796.671875 103 40544.226562 104 159792.687500 105 161368.531250 106 167474.031250 107 179377.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,ISS,MLP,2.3587090969085693,"96 162728.982202 97 141267.981737 98 136500.299244 99 142613.220448 100 111105.767664 101 123739.118147 102 97281.322875 103 97641.388325 104 91849.240644 105 72992.549874 106 88312.458868 107 67309.251168 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,ITBI,XGBoost,1.0321359634399414,"88 52887.687500 89 57189.808594 90 51427.585938 91 48977.414062 92 47032.242188 93 56306.933594 94 37955.617188 95 42836.796875 96 35740.589844 97 30467.431641 98 32426.658203 99 27331.455078 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Cota-Parte do ICMS,MLP,1.0333220958709717,"96 9.886701e+05 97 9.727498e+05 98 1.005371e+06 99 1.043885e+06 100 1.091591e+06 101 1.052111e+06 102 1.088234e+06 103 1.119068e+06 104 1.136202e+06 105 1.143367e+06 106 1.137159e+06 107 1.161945e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Cota-Parte do IPVA,MLP,1.4113457202911377,"95 -41920.561053 96 50591.531649 97 46873.753660 98 5839.189219 99 37533.793553 100 203639.566366 101 21670.750977 102 65286.125129 103 70167.842137 104 69764.343692 105 92474.391263 106 -26412.647347 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,IPTU,MLP,1.276921033859253,"91 46692.968185 92 43127.889364 93 -10215.910849 94 -16945.534734 95 12529.042912 96 17078.568808 97 24734.209450 98 18018.393546 99 3524.132626 100 4319.282514 101 21947.153972 102 23992.610201 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,ISS,MLP,1.0268142223358154,"92 113239.099108 93 126942.198363 94 143952.786459 95 137068.779654 96 150170.128153 97 164087.465511 98 158225.042591 99 162962.931338 100 148605.446775 101 160595.811343 102 161035.430133 103 141259.375458 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,ITBI,XGBoost,1.2679519653320312,"92 284702.593750 93 286911.187500 94 244466.046875 95 221110.921875 96 244219.515625 97 214058.250000 98 213463.062500 99 213463.062500 100 213634.687500 101 214118.828125 102 213634.687500 103 213881.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do ICMS,MLP,1.0266788005828857,"92 1.607730e+06 93 1.597355e+06 94 1.620851e+06 95 1.700198e+06 96 1.679664e+06 97 1.662260e+06 98 1.687658e+06 99 1.705647e+06 100 1.720041e+06 101 1.717353e+06 102 1.724495e+06 103 1.738746e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do IPVA,MLP,1.7783734798431396,"90 111483.041579 91 11136.438272 92 27776.709186 93 70125.591989 94 -13636.056217 95 108928.067867 96 72066.298325 97 54024.913082 98 74576.688211 99 102855.789520 100 93858.972914 101 62084.026375 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,IPTU,XGBoost,3.2870473861694336,"96 18892.318359 97 21584.570312 98 21755.220703 99 14881.346680 100 17661.117188 101 17628.781250 102 18434.169922 103 18460.052734 104 18460.052734 105 18604.263672 106 18426.919922 107 14732.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,ISS,SES,2.402028799057007,"96 29468.267578 97 35278.425781 98 37210.796875 99 40088.238281 100 32173.232422 101 32743.179688 102 32060.914062 103 31665.675781 104 31276.732422 105 37123.710938 106 36387.007812 107 33200.878906 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,ITBI,XGBoost,1.0591042041778564,"91 68888.500000 92 35656.367188 93 37225.207031 94 36133.785156 95 38589.109375 96 28594.105469 97 28663.537109 98 37066.156250 99 32500.787109 100 31383.263672 101 26569.472656 102 31763.019531 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do ICMS,SES,1.4433526992797852,"96 9.555015e+05 97 1.013379e+06 98 9.652869e+05 99 9.347686e+05 100 9.168978e+05 101 9.688976e+05 102 9.738229e+05 103 9.649182e+05 104 1.020342e+06 105 9.443316e+05 106 9.389231e+05 107 9.701738e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do IPVA,XGBoost,1.1166400909423828,"96 58671.039062 97 52927.523438 98 55533.371094 99 56526.984375 100 53230.945312 101 142584.421875 102 142540.390625 103 120436.726562 104 119502.164062 105 119502.164062 106 117655.492188 107 142584.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,IPTU,HWES,1.0674967765808105,"94 187693.531250 95 137751.671875 96 159788.750000 97 73272.546875 98 58342.460938 99 65759.820312 100 82395.625000 101 73959.562500 102 73959.562500 103 82009.609375 104 59029.929688 105 55115.332031 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,ISS,SARIMAX,1.5980491638183594,"96 425335.21875 97 424984.46875 98 426073.25000 99 392392.25000 100 391303.46875 101 392392.25000 102 392392.25000 103 392392.25000 104 392392.25000 105 426073.25000 106 426073.25000 107 426073.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,ITBI,XGBoost,1.1349859237670898,"96 161355.531250 97 176318.734375 98 198407.343750 99 142813.500000 100 207843.859375 101 133394.203125 102 156494.781250 103 162616.015625 104 179510.812500 105 164461.890625 106 239640.218750 107 151102.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,Cota-Parte do ICMS,MLP,1.2486913204193115,"96 1.054656e+06 97 1.030559e+06 98 1.035366e+06 99 1.061792e+06 100 1.064619e+06 101 1.062434e+06 102 1.069662e+06 103 1.075760e+06 104 1.090200e+06 105 1.096948e+06 106 1.106355e+06 107 1.096210e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,Cota-Parte do IPVA,MLP,1.368532419204712,"96 5.198745e+04 97 2.145633e+05 98 2.508523e+05 99 2.195781e+05 100 3.393215e+05 101 1.242380e+06 102 4.159155e+05 103 6.050481e+05 104 7.066009e+05 105 7.946961e+05 106 9.884812e+05 107 1.204636e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,IPTU,MLP,1.3487155437469482,"94 578232.893387 95 198111.852700 96 157425.575195 97 147143.685318 98 137093.697077 99 117825.588170 100 30633.512488 101 150768.012759 102 158214.784247 103 159375.586065 104 173102.225525 105 172821.301541 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,ISS,SARIMAX,2.047328233718872,"96 173866.203125 97 157490.218750 98 206310.796875 99 143366.578125 100 143366.578125 101 150960.812500 102 206310.796875 103 229216.171875 104 150306.843750 105 143366.578125 106 143366.578125 107 143366.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,ITBI,XGBoost,1.3808345794677734,"96 94303.742188 97 106428.492188 98 111161.937500 99 107447.585938 100 105171.328125 101 28172.750000 102 104472.718750 103 106414.984375 104 104472.718750 105 104472.718750 106 104472.718750 107 28172.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do ICMS,MLP,1.1663885116577148,"96 525337.343039 97 520317.037483 98 528189.084700 99 539453.238766 100 551663.703173 101 543377.955013 102 551191.454045 103 557126.342070 104 562223.941263 105 565019.205581 106 565953.281930 107 568912.224508 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do IPVA,SARIMAX,1.2805371284484863,"96 107064.585938 97 53138.660156 98 30224.119141 99 30121.281250 100 29268.068359 101 263949.718750 102 111156.281250 103 79032.101562 104 41518.359375 105 41518.359375 106 48084.531250 107 329483.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,IPTU,Prophet,1.9081637859344482,"65 17100.138672 66 7783.681152 67 24540.291016 68 8625.544922 69 8247.419922 70 1341.147949 71 68368.390625 72 7182.037598 73 21110.681641 74 11343.765625 75 13769.140625 76 13560.301758 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,ISS,MLP,1.166196584701538,"92 25352.620248 93 25858.493916 94 25681.263953 95 26367.798910 96 25140.495581 97 23899.908995 98 24226.679573 99 23717.361917 100 22813.483946 101 22692.028457 102 21607.051969 103 21103.248436 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,ITBI,XGBoost,1.7503776550292969,"84 55060.437500 85 4888.384277 86 7485.423828 87 5257.633789 88 4859.322266 89 4066.909668 90 55060.437500 91 8232.592773 92 5259.487793 93 8019.771973 94 8232.592773 95 8814.989258 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do ICMS,MLP,1.112518548965454,"92 539431.070950 93 538745.630294 94 538384.346259 95 553024.053046 96 549846.975830 97 566644.171071 98 570137.728716 99 573518.882428 100 583930.993393 101 591508.976065 102 600292.156568 103 595172.472377 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do IPVA,XGBoost,1.2455158233642578,"90 125109.976562 91 125132.140625 92 125211.492188 93 125040.250000 94 125040.250000 95 96120.750000 96 96127.828125 97 96032.250000 98 96127.828125 99 96457.335938 100 96457.335938 101 96079.898438 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,IPTU,SARIMAX,1.3872251510620117,"84 30574.390625 85 28807.148438 86 17820.378906 87 14383.480469 88 7130.076660 89 17890.580078 90 14886.116211 91 10173.445312 92 7018.338867 93 7018.338867 94 10307.441406 95 8000.891113 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,ISS,SARIMAX,1.090139627456665,"96 44643.542969 97 53999.921875 98 42181.757812 99 54409.234375 100 54623.089844 101 54348.101562 102 76457.500000 103 52880.187500 104 53071.125000 105 54419.210938 106 55202.164062 107 55183.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,ITBI,XGBoost,1.6789813041687012,"96 50957.949219 97 45225.738281 98 41016.808594 99 47251.902344 100 43112.558594 101 52512.765625 102 61939.656250 103 60171.218750 104 65746.617188 105 46202.000000 106 58667.714844 107 61939.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,Cota-Parte do ICMS,MLP,1.4445552825927734,"96 921536.133401 97 884672.124986 98 888451.681033 99 929788.069476 100 913592.996025 101 946006.350555 102 929818.184981 103 935743.940103 104 950760.049697 105 955186.725376 106 965181.104623 107 947412.743850 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,Cota-Parte do IPVA,XGBoost,2.18586802482605,"95 201967.984375 96 201967.984375 97 201967.984375 98 201967.984375 99 201967.984375 100 174831.421875 101 174831.421875 102 174831.421875 103 174831.421875 104 165563.328125 105 165563.328125 106 174831.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,IPTU,AR,2.614988088607788,"94 2584.951660 95 1848.756226 96 4278.587402 97 3304.963379 98 3549.582520 99 6862.331543 100 4186.174805 101 3923.071533 102 6788.233398 103 3813.049316 104 6278.152344 105 2809.646729 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,ISS,MLP,2.028045177459717,"96 16798.653008 97 15498.233554 98 16821.769599 99 14715.001344 100 15270.746722 101 16555.416968 102 16136.527177 103 16795.135767 104 16334.560865 105 17449.439700 106 17739.923076 107 17550.633079 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,ITBI,XGBoost,1.955989122390747,"95 18513.486328 96 12115.876953 97 17940.416016 98 14085.291992 99 15192.913086 100 17760.730469 101 19010.296875 102 15509.890625 103 19020.921875 104 17425.816406 105 17580.386719 106 18180.587891 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do ICMS,MLP,1.217294454574585,"96 405765.482712 97 399469.151316 98 404032.726006 99 411601.362148 100 417928.766422 101 405392.973520 102 412669.135863 103 416003.995568 104 418581.912662 105 419159.115856 106 418884.525579 107 420790.340466 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do IPVA,AR,1.770092248916626,"92 11980.234375 93 7710.490234 94 4681.175293 95 7031.129883 96 3596.611816 97 105770.601562 98 19724.775391 99 20494.425781 100 28086.142578 101 27831.152344 102 54080.335938 103 28231.060547 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,IPTU,HWES,1.0825562477111816,"80 203996.265625 81 203996.265625 82 202620.640625 83 199744.312500 84 101495.835938 85 210174.406250 86 163965.281250 87 163965.281250 88 164058.312500 89 281211.156250 90 224751.546875 91 102468.750000 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,ISS,HWES,1.0367496013641357,"84 270174.906250 85 233346.593750 86 240420.390625 87 331621.843750 88 320172.093750 89 356791.968750 90 302462.750000 91 252964.406250 92 270951.406250 93 356791.968750 94 356791.968750 95 356791.968750 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,ITBI,MLP,1.781505823135376,"84 161339.657650 85 153520.457847 86 128406.160995 87 122876.244687 88 136502.673911 89 133966.394595 90 125475.145387 91 108313.590031 92 99152.128954 93 117585.027259 94 106590.818455 95 100055.669003 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,Cota-Parte do ICMS,MLP,1.5833582878112793,"84 2.259491e+06 85 2.256769e+06 86 2.299062e+06 87 2.333475e+06 88 2.414424e+06 89 2.368704e+06 90 2.396382e+06 91 2.423833e+06 92 2.432481e+06 93 2.439020e+06 94 2.429386e+06 95 2.456267e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,Cota-Parte do IPVA,XGBoost,1.8750722408294678,"84 249430.828125 85 255703.218750 86 226049.671875 87 224544.921875 88 202521.140625 89 809022.750000 90 408779.468750 91 417496.562500 92 427631.500000 93 427631.500000 94 374805.843750 95 809384.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,IPTU,XGBoost,2.098342180252075,"89 10615.938477 90 10140.740234 91 4300.500488 92 3459.797119 93 7505.956543 94 2454.002197 95 5800.897461 96 5800.897461 97 4654.473145 98 4474.627441 99 3927.825439 100 4579.957520 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,ISS,XGBoost,1.0773706436157227,"96 15872.597656 97 14370.585938 98 14080.134766 99 14338.393555 100 14962.387695 101 15861.849609 102 16297.554688 103 17555.253906 104 16265.130859 105 15712.517578 106 17647.701172 107 17614.326172 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,ITBI,MLP,1.6037402153015137,"94 4168.955237 95 10776.710331 96 9821.046374 97 14970.453006 98 9587.391314 99 14310.013402 100 19267.384537 101 18786.014322 102 20886.012476 103 19592.655845 104 23647.648724 105 23592.943514 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,Cota-Parte do ICMS,MLP,1.3621675968170166,"96 466137.074283 97 464471.715743 98 472180.276836 99 480420.128141 100 493437.205552 101 483876.604506 102 490770.858222 103 495711.549579 104 499039.255647 105 501214.455084 106 501092.540250 107 505405.937234 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,Cota-Parte do IPVA,MLP,1.238036870956421,"94 -10838.960813 95 2771.992047 96 26067.970416 97 18380.206772 98 13113.526321 99 89250.834300 100 17656.221202 101 33053.120694 102 47967.068336 103 48321.330696 104 51229.842751 105 59038.194539 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,IPTU,SARIMAX,1.3935627937316895,"96 22310.576172 97 28346.748047 98 23506.208984 99 26844.230469 100 22987.169922 101 34487.910156 102 26779.023438 103 35380.632812 104 27065.453125 105 35086.933594 106 29697.000000 107 76129.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,ISS,HWES,1.1562485694885254,"96 55139.398438 97 58046.992188 98 54871.976562 99 50622.164062 100 53302.328125 101 55277.312500 102 55240.777344 103 53933.640625 104 54860.175781 105 53516.511719 106 53343.101562 107 53343.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,ITBI,MLP,1.1609375476837158,"96 41140.070938 97 49200.030593 98 28736.869149 99 32852.992545 100 43571.185414 101 37020.460931 102 37930.365920 103 35389.090158 104 37608.782651 105 41489.348254 106 40304.774263 107 39972.371309 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do ICMS,MLP,2.2502682209014893,"96 770353.291506 97 760672.389917 98 767943.864282 99 785913.408499 100 794842.381723 101 798148.571452 102 804790.544258 103 810959.921833 104 820481.555073 105 825749.718798 106 830599.153180 107 826985.841716 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do IPVA,MLP,3.2676000595092773,"96 -10545.885576 97 39779.684575 98 34372.274042 99 17544.229835 100 48556.073889 101 247972.318199 102 47935.523147 103 96076.413027 104 109037.974764 105 115684.460250 106 157692.940884 107 179926.563694 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,IPTU,SARIMAX,3.0307953357696533,"84 15362.645508 85 15385.323242 86 14050.642578 87 11944.440430 88 14151.130859 89 14060.856445 90 13828.121094 91 14024.611328 92 13406.171875 93 14405.473633 94 14595.140625 95 13426.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,ISS,Prophet,1.0266504287719727,"84 79085.289062 85 72226.585938 86 78724.835938 87 78607.281250 88 78607.281250 89 81090.390625 90 80825.820312 91 80490.710938 92 80901.429688 93 80901.429688 94 80901.429688 95 80650.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,ITBI,XGBoost,1.5904326438903809,"69 6102.058594 70 8867.743164 71 6899.412109 72 9098.556641 73 9003.439453 74 9195.069336 75 9195.069336 76 9195.069336 77 8832.825195 78 9044.227539 79 9003.439453 80 9195.069336 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,Cota-Parte do ICMS,MLP,3.1934192180633545,"84 413899.627592 85 396815.246344 86 401564.423861 87 412144.311582 88 440970.406089 89 429872.923051 90 436155.607002 91 449337.978776 92 461220.810756 93 470235.330107 94 472742.757070 95 477688.161831 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,Cota-Parte do IPVA,MLP,2.5417115688323975,"84 5973.404454 85 50513.369314 86 55888.656245 87 51382.521612 88 107799.587861 89 216912.532972 90 123111.677446 91 179237.734132 92 216813.443918 93 255985.305646 94 317580.717517 95 346422.887225 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,IPTU,XGBoost,1.9228463172912598,"94 3.571987e+06 95 6.811911e+05 96 5.868804e+05 97 6.221206e+05 98 1.862710e+06 99 3.663073e+06 100 2.354643e+06 101 2.407169e+06 102 2.416410e+06 103 2.434425e+06 104 2.382086e+06 105 2.382856e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,ISS,SARIMAX,1.1382708549499512,"96 2120629.750 97 1911209.875 98 2194994.250 99 1861688.125 100 2075576.125 101 2076156.625 102 2198644.000 103 2085418.750 104 2290838.250 105 2303589.750 106 2062820.750 107 2062820.750 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,ITBI,HWES,1.264362096786499,"96 559842.25000 97 512117.09375 98 414035.84375 99 391705.06250 100 396355.78125 101 608790.50000 102 567581.43750 103 548439.56250 104 396355.78125 105 396355.78125 106 396355.78125 107 567301.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,Cota-Parte do ICMS,MLP,1.2227718830108643,"96 6.744901e+06 97 6.617119e+06 98 6.656325e+06 99 6.824293e+06 100 6.852643e+06 101 6.887920e+06 102 6.935932e+06 103 6.980122e+06 104 7.074907e+06 105 7.125903e+06 106 7.188049e+06 107 7.129520e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,Cota-Parte do IPVA,MLP,4.883873701095581,"96 3.271735e+04 97 4.266660e+05 98 3.232513e+05 99 -1.005639e+04 100 1.853719e+05 101 2.408524e+06 102 3.297217e+05 103 6.712739e+05 104 7.154335e+05 105 6.195457e+05 106 8.672573e+05 107 1.045765e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,IPTU,SARIMAX,1.9571537971496582,"90 10292.838867 91 5699.075195 92 6382.400879 93 5786.985352 94 12921.896484 95 13753.239258 96 13753.239258 97 13478.192383 98 11733.287109 99 11733.287109 100 7553.687988 101 12844.936523 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,ISS,XGBoost,1.1684088706970215,"96 15569.920898 97 16432.462891 98 16443.416016 99 16457.958984 100 16420.593750 101 16420.593750 102 16420.593750 103 16420.593750 104 16457.958984 105 16420.593750 106 16420.593750 107 16420.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,ITBI,SES,1.5552217960357666,"95 27421.658203 96 27493.000000 97 26268.025391 98 27261.230469 99 26125.919922 100 26494.820312 101 27305.226562 102 27305.226562 103 27305.226562 104 27305.226562 105 26110.804688 106 27305.226562 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do ICMS,MLP,2.0498709678649902,"96 419302.993755 97 413396.920112 98 418757.896994 99 428855.375005 100 435460.430845 101 431054.592589 102 436460.425410 103 440474.871539 104 445140.899488 105 447308.609670 106 449048.450444 107 448583.954285 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do IPVA,XGBoost,2.0923595428466797,"96 40059.683594 97 39571.238281 98 39571.238281 99 39571.238281 100 37552.769531 101 130831.179688 102 105647.281250 103 89517.539062 104 89517.539062 105 89517.539062 106 85949.296875 107 130831.179688 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,IPTU,SARIMAX,2.7621264457702637,"96 19923.474609 97 16884.394531 98 16109.978516 99 12703.972656 100 12753.511719 101 8330.697266 102 17327.621094 103 11946.203125 104 11888.115234 105 12293.282227 106 11760.110352 107 9085.377930 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,ISS,XGBoost,2.0945804119110107,"96 12971.484375 97 12971.484375 98 13821.697266 99 15529.384766 100 14531.208984 101 15910.592773 102 14710.057617 103 14768.427734 104 14768.427734 105 14531.208984 106 14531.208984 107 14531.208984 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,ITBI,MLP,0.9912588596343994,"88 10341.912468 89 10529.536819 90 7799.171773 91 9451.634084 92 7091.059734 93 9997.680940 94 8974.978108 95 8773.541685 96 9461.862343 97 9429.784711 98 10240.500182 99 9979.459888 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do ICMS,MLP,1.3042705059051514,"96 340057.382379 97 333457.872127 98 337157.902715 99 347181.281268 100 351888.858245 101 351486.444558 102 355566.015117 103 359620.540458 104 365525.045124 105 368686.301593 106 371916.521916 107 370551.283334 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do IPVA,XGBoost,1.9999425411224365,"96 40833.523438 97 36592.894531 98 36879.835938 99 37241.781250 100 36144.652344 101 122886.148438 102 92295.796875 103 69178.296875 104 69781.515625 105 67016.101562 106 67016.101562 107 112283.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,IPTU,AR,2.145430326461792,"96 4396.474609 97 3014.083984 98 3791.231201 99 4242.884766 100 4191.351562 101 4083.191895 102 5539.947266 103 2993.177002 104 2736.689209 105 4665.714844 106 4767.754883 107 5539.947266 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,ISS,XGBoost,1.1104025840759277,"96 19558.740234 97 45130.863281 98 34854.214844 99 40372.468750 100 38325.011719 101 35296.652344 102 34566.097656 103 22643.859375 104 42006.738281 105 18025.779297 106 18417.089844 107 25016.589844 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,ITBI,MLP,2.6309568881988525,"82 4607.808550 83 5513.561315 84 7165.426997 85 4628.599568 86 5246.606225 87 5300.453315 88 5406.869633 89 5325.940519 90 4596.817614 91 4707.882723 92 4753.398671 93 4654.475300 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Cota-Parte do ICMS,MLP,1.8653967380523682,"96 346997.322080 97 341230.247190 98 346760.924827 99 353077.164140 100 361838.046014 101 346234.474011 102 353533.584732 103 357373.741340 104 358824.785401 105 358930.226097 106 356797.875468 107 361817.296283 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Cota-Parte do IPVA,SARIMAX,2.6315953731536865,"94 38185.261719 95 38185.261719 96 38185.261719 97 38377.453125 98 39316.992188 99 98198.539062 100 41758.261719 101 41758.261719 102 41758.261719 103 40762.929688 104 41758.261719 105 98198.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,IPTU,SARIMAX,3.7426838874816895,"96 93158.554688 97 73892.617188 98 76270.289062 99 83618.773438 100 43792.699219 101 84948.187500 102 84398.117188 103 88543.515625 104 88377.015625 105 84350.687500 106 74154.250000 107 85677.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,ISS,XGBoost,1.327974557876587,"96 239185.343750 97 257764.468750 98 260037.843750 99 263293.781250 100 249747.875000 101 258895.906250 102 237596.421875 103 258740.156250 104 259112.218750 105 237596.421875 106 259821.546875 107 259112.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,ITBI,MLP,1.196824312210083,"96 6.386592e+05 97 1.084563e+06 98 5.211760e+05 99 1.106516e+06 100 7.559964e+04 101 9.687336e+05 102 6.328118e+05 103 -7.032610e+04 104 4.822019e+05 105 -5.501310e+05 106 6.618693e+05 107 -7.277408e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Cota-Parte do ICMS,XGBoost,1.5150508880615234,"95 2439823.000 96 2254700.000 97 2236454.250 98 1962969.875 99 1999391.250 100 1923460.250 101 2275820.500 102 2275173.500 103 2275173.500 104 2236454.250 105 1954421.125 106 1964550.000 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Cota-Parte do IPVA,AR,2.129758596420288,"77 213645.843750 78 246459.828125 79 359614.500000 80 358398.343750 81 354910.968750 82 439483.187500 83 439350.781250 84 439517.343750 85 439517.343750 86 439517.343750 87 392886.937500 88 386573.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,IPTU,SARIMAX,1.64847731590271,"88 14996.151367 89 2009.688843 90 1515.974243 91 120.996674 92 15398.002930 93 666.080688 94 6062.285645 95 985.507568 96 -378.068756 97 1186.970703 98 9625.531250 99 16115.487305 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,ISS,XGBoost,0.9800200462341309,"96 11694.415039 97 11599.865234 98 12056.584961 99 13313.193359 100 13495.458008 101 14391.663086 102 14236.718750 103 11438.778320 104 11438.778320 105 11289.726562 106 14078.296875 107 13424.741211 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,ITBI,HWES,1.4010415077209473,"90 40167.449219 91 40111.652344 92 43336.761719 93 46663.562500 94 47168.796875 95 44241.316406 96 44158.128906 97 44596.355469 98 44059.296875 99 44127.796875 100 44127.796875 101 44496.613281 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do ICMS,MLP,2.074950933456421,"96 526442.717190 97 517644.480118 98 523641.628107 99 533978.721510 100 543509.602544 101 528235.548052 102 535993.260316 103 540557.406496 104 544647.708360 105 546082.429917 106 546030.138348 107 548464.062503 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.9951388835906982,"90 52580.972656 91 51989.292969 92 51079.554688 93 55363.515625 94 53909.304688 95 75490.882812 96 66923.515625 97 66946.164062 98 66887.484375 99 66876.507812 100 66850.835938 101 75490.882812 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,IPTU,XGBoost,3.7191998958587646,"96 800678.3750 97 801103.3125 98 798839.0625 99 817565.6875 100 807205.0625 101 799154.6875 102 801185.5625 103 801185.5625 104 802968.8125 105 801185.5625 106 804922.6250 107 801737.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,ISS,MLP,1.9104535579681396,"96 1.664290e+06 97 1.675103e+06 98 1.724210e+06 99 1.807561e+06 100 1.533162e+06 101 1.697870e+06 102 1.678274e+06 103 1.671960e+06 104 1.682211e+06 105 1.659696e+06 106 2.058253e+06 107 1.837159e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,ITBI,SARIMAX,1.6869351863861084,"96 674903.93750 97 675744.75000 98 525971.25000 99 388678.18750 100 388678.18750 101 518323.21875 102 388298.59375 103 388298.59375 104 388298.59375 105 388678.18750 106 387868.50000 107 388298.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Cota-Parte do ICMS,MLP,1.1282494068145752,"96 5.783504e+06 97 5.718210e+06 98 5.806989e+06 99 5.903253e+06 100 6.068083e+06 101 5.832906e+06 102 5.943222e+06 103 6.004183e+06 104 6.032780e+06 105 6.044546e+06 106 6.014290e+06 107 6.094621e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Cota-Parte do IPVA,SARIMAX,1.8518798351287842,"96 1901805.500 97 1710991.250 98 1671230.500 99 1615614.625 100 1570989.500 101 4926524.000 102 4925902.000 103 3701671.000 104 3701671.000 105 3415253.750 106 3415253.750 107 4926524.000 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,IPTU,HWES,1.2279605865478516,"90 11608.593750 91 6036.843262 92 5370.430664 93 9004.167969 94 9490.589844 95 4696.874023 96 3482.770264 97 672.940002 98 129.323212 99 3367.750977 100 30282.873047 101 23586.763672 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,ISS,SARIMAX,1.765674352645874,"96 40936.332031 97 36717.746094 98 38196.468750 99 38990.328125 100 41099.687500 101 41074.230469 102 41046.367188 103 43867.410156 104 41046.367188 105 38115.289062 106 41074.230469 107 41074.230469 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,ITBI,SARIMAX,1.5428466796875,"95 38490.378906 96 37546.464844 97 42813.203125 98 41931.500000 99 41955.214844 100 41942.585938 101 41919.910156 102 41913.214844 103 41913.214844 104 41942.585938 105 41942.585938 106 41913.214844 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,Cota-Parte do ICMS,XGBoost,1.1826791763305664,"96 724594.3125 97 776042.9375 98 655711.5000 99 600480.9375 100 549812.2500 101 791542.1875 102 600480.9375 103 726134.4375 104 603974.8125 105 603806.7500 106 604630.3125 107 736236.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,Cota-Parte do IPVA,XGBoost,1.322908878326416,"96 20922.097656 97 20590.691406 98 20222.494141 99 16464.914062 100 13072.708008 101 265310.125000 102 14822.092773 103 14822.092773 104 36535.746094 105 36535.746094 106 39957.027344 107 270563.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,IPTU,HWES,1.19303297996521,"72 88805.609375 73 61688.167969 74 41978.046875 75 49810.851562 76 26723.593750 77 24539.337891 78 44174.945312 79 36201.089844 80 29384.378906 81 33423.445312 82 16728.517578 83 17033.326172 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,ISS,XGBoost,1.624847173690796,"72 138678.750000 73 138226.609375 74 138805.703125 75 135543.656250 76 136031.281250 77 150899.531250 78 151833.281250 79 151833.281250 80 151833.281250 81 130037.789062 82 151833.281250 83 152234.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,ITBI,XGBoost,1.0995957851409912,"72 33350.335938 73 33280.851562 74 32776.906250 75 32537.552734 76 32326.373047 77 33435.101562 78 33531.019531 79 34202.808594 80 34202.808594 81 46867.789062 82 51629.000000 83 30358.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do ICMS,MLP,0.9905357360839844,"72 1.082150e+06 73 1.076092e+06 74 1.096159e+06 75 1.126724e+06 76 1.150160e+06 77 1.151666e+06 78 1.163230e+06 79 1.174263e+06 80 1.185872e+06 81 1.191103e+06 82 1.194262e+06 83 1.190877e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do IPVA,MLP,3.1712276935577393,"72 -10928.044642 73 57412.604394 74 49171.444212 75 -16457.277355 76 46443.353166 77 314502.233294 78 72198.458183 79 125320.538569 80 133323.967374 81 105808.773670 82 160645.362627 83 193023.619043 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,IPTU,AR,3.6737191677093506,"96 43832.980469 97 58641.593750 98 50228.312500 99 40348.210938 100 45914.835938 101 46809.539062 102 59049.468750 103 43775.253906 104 56493.156250 105 41261.933594 106 60361.691406 107 62308.167969 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,ISS,MLP,1.5071160793304443,"96 95045.739773 97 99936.283244 98 101064.219974 99 101764.160705 100 106091.458789 101 102051.242161 102 101706.701705 103 103484.107209 104 104994.370195 105 104931.844550 106 105241.349894 107 103177.274287 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,ITBI,XGBoost,1.2489676475524902,"96 64650.921875 97 54161.023438 98 49457.187500 99 43231.839844 100 43622.406250 101 82230.234375 102 82222.585938 103 82059.195312 104 82006.187500 105 82230.234375 106 82177.703125 107 82006.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do ICMS,MLP,1.1920161247253418,"96 474146.509869 97 464697.891307 98 469946.788564 99 481027.383314 100 487014.916717 101 476291.916924 102 483046.125838 103 487176.156400 104 491871.881726 105 493373.379630 106 494841.605257 107 494675.460269 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do IPVA,SARIMAX,1.28395414352417,"96 123431.843750 97 122464.984375 98 122328.054688 99 119474.867188 100 122328.054688 101 427146.843750 102 187957.953125 103 187957.953125 104 187957.953125 105 187957.953125 106 187957.953125 107 384418.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,IPTU,SARIMAX,2.6097986698150635,"90 6029.492676 91 4675.138672 92 2784.593994 93 4770.255859 94 4744.025879 95 5383.830078 96 5226.413574 97 5343.444336 98 8402.222656 99 4530.100586 100 4855.244629 101 4661.316406 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,ISS,XGBoost,1.611536979675293,"96 11543.998047 97 11543.998047 98 13553.621094 99 12547.808594 100 12569.254883 101 8757.888672 102 8763.811523 103 8763.811523 104 8749.735352 105 8750.986328 106 8763.811523 107 8755.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,ITBI,XGBoost,1.1679677963256836,"92 35038.800781 93 34363.320312 94 21091.289062 95 36509.152344 96 43176.839844 97 17120.031250 98 24138.468750 99 26333.519531 100 44186.054688 101 15128.813477 102 15459.875000 103 32566.488281 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do ICMS,MLP,1.748671293258667,"96 565644.910245 97 535774.883909 98 551388.813409 99 561549.088639 100 575944.894337 101 563084.317489 102 566309.366818 103 574790.155754 104 578371.759864 105 580344.146480 106 579668.815884 107 584049.979499 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do IPVA,XGBoost,2.6104564666748047,"88 46012.226562 89 42321.890625 90 39469.648438 91 37715.265625 92 37715.265625 93 115328.859375 94 84324.742188 95 84324.742188 96 84324.742188 97 71701.179688 98 71701.179688 99 84356.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,IPTU,SARIMAX,2.2299458980560303,"96 101531.007812 97 156091.968750 98 257424.812500 99 213568.109375 100 246501.234375 101 343422.343750 102 143877.093750 103 164106.453125 104 343422.343750 105 308399.906250 106 344411.781250 107 434513.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,ISS,XGBoost,2.706225872039795,"96 563756.8750 97 590165.4375 98 623738.7500 99 615837.3125 100 614970.5625 101 737022.1250 102 614970.5625 103 631151.9375 104 737022.1250 105 737022.1250 106 737022.1250 107 737022.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,ITBI,MLP,1.3192856311798096,"96 302179.277185 97 252591.321543 98 283986.153733 99 274896.187997 100 323670.893681 101 201308.995262 102 234780.680896 103 248310.339081 104 224541.658102 105 215105.463152 106 168563.709102 107 210139.230602 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,Cota-Parte do ICMS,MLP,1.1017181873321533,"96 3.768198e+06 97 3.723291e+06 98 3.776288e+06 99 3.871012e+06 100 3.945584e+06 101 3.913287e+06 102 3.964026e+06 103 4.006282e+06 104 4.053175e+06 105 4.078397e+06 106 4.096039e+06 107 4.099015e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,Cota-Parte do IPVA,MLP,1.1799061298370361,"96 3.270130e+04 97 3.379018e+05 98 3.326893e+05 99 1.940758e+05 100 4.205760e+05 101 1.768435e+06 102 5.107068e+05 103 7.998522e+05 104 9.055246e+05 105 9.732057e+05 106 1.266600e+06 107 1.296470e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,IPTU,SES,1.5459153652191162,"90 721011.6250 91 515271.4375 92 843643.3125 93 900985.7500 94 900985.7500 95 858907.8125 96 714410.0625 97 715317.1875 98 715317.1875 99 715317.1875 100 714046.2500 101 658820.1250 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,ISS,XGBoost,1.2146658897399902,"92 694959.312500 93 159661.828125 94 186798.390625 95 159661.828125 96 159661.828125 97 161587.750000 98 158369.406250 99 172913.328125 100 694959.312500 101 156443.484375 102 156443.484375 103 156443.484375 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,ITBI,XGBoost,1.2133266925811768,"92 111532.281250 93 126662.375000 94 81781.601562 95 126828.851562 96 81688.531250 97 82218.507812 98 82305.968750 99 82104.890625 100 82287.890625 101 82295.132812 102 82287.890625 103 82296.367188 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do ICMS,MLP,1.2470862865447998,"92 1.115137e+06 93 1.089985e+06 94 1.096573e+06 95 1.138342e+06 96 1.138525e+06 97 1.180609e+06 98 1.190927e+06 99 1.203452e+06 100 1.232685e+06 101 1.252078e+06 102 1.274284e+06 103 1.259256e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do IPVA,MLP,2.104647159576416,"92 65644.683643 93 161310.405655 94 162003.364369 95 126602.595550 96 164761.692880 97 419039.043730 98 223017.227411 99 274833.733994 100 298341.072686 101 308537.419881 102 343323.404425 103 241638.011265 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,IPTU,MLP,1.8980138301849365,"74 -14733.797089 75 -21398.956019 76 -50207.030123 77 -45632.034193 78 -65615.301754 79 -93554.551809 80 -134410.011083 81 -183011.725578 82 -246914.592081 83 -325851.160975 84 -437381.745545 85 -586947.061195 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,ISS,SARIMAX,3.2809464931488037,"96 19605.611328 97 20875.511719 98 20132.095703 99 20150.093750 100 20089.238281 101 20632.939453 102 17963.535156 103 19966.105469 104 20574.384766 105 19966.105469 106 19902.267578 107 16751.146484 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,ITBI,XGBoost,1.8826868534088135,"89 8712.158203 90 6265.355957 91 7830.364746 92 5093.147461 93 5059.707031 94 6029.361816 95 9154.830078 96 5178.999512 97 8006.682129 98 4010.454834 99 4114.117188 100 4158.995117 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,Cota-Parte do ICMS,MLP,1.1089177131652832,"96 272036.969050 97 270483.777188 98 272829.053734 99 279357.496259 100 282195.996322 101 281734.059572 102 284978.419342 103 287121.591248 104 290746.273767 105 292710.933885 106 294713.392779 107 293562.360586 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,Cota-Parte do IPVA,MLP,1.3450968265533447,"92 3896.424660 93 19016.175583 94 21947.975841 95 24420.394010 96 31103.492154 97 92996.442295 98 33585.382182 99 47120.715324 100 52744.639323 101 58489.280552 102 67606.782350 103 66708.099900 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,IPTU,XGBoost,1.0633862018585205,"81 46855.156250 82 59052.996094 83 52377.097656 84 52513.347656 85 74286.593750 86 74497.406250 87 52521.605469 88 73382.773438 89 52523.011719 90 52521.605469 91 52521.605469 92 52510.347656 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,ISS,SES,2.44378662109375,"96 18726.546875 97 19808.759766 98 19118.250000 99 39882.101562 100 20897.148438 101 20855.375000 102 20913.406250 103 20873.250000 104 20913.406250 105 20868.408203 106 20913.406250 107 20862.167969 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,ITBI,XGBoost,3.0044405460357666,"82 17460.429688 83 3719.158936 84 5050.532227 85 4565.420898 86 12794.774414 87 13106.341797 88 4339.231934 89 7482.541016 90 12928.470703 91 13892.475586 92 4379.453125 93 4198.872070 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do ICMS,MLP,1.7759480476379395,"96 369225.343851 97 373030.890533 98 329096.013658 99 375844.190955 100 396114.808360 101 356230.504740 102 365888.688428 103 363602.581252 104 387467.335493 105 372758.937555 106 361052.337491 107 377576.990678 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do IPVA,MLP,1.348496675491333,"91 23700.149680 92 21997.214649 93 22614.195926 94 23500.188250 95 30831.434686 96 63703.073221 97 24259.391944 98 41960.257108 99 46503.193193 100 49639.079508 101 55374.898653 102 37069.990506 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,IPTU,SARIMAX,1.2983057498931885,"96 588698.250000 97 739115.375000 98 739259.312500 99 346060.968750 100 257770.671875 101 346044.187500 102 593899.062500 103 606475.375000 104 804969.812500 105 477859.468750 106 276548.875000 107 350738.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,ISS,MLP,1.0468947887420654,"96 944830.018948 97 910805.795989 98 928713.619430 99 986837.393673 100 750484.311679 101 894869.517798 102 836987.973904 103 837514.994495 104 811760.035847 105 748114.531489 106 852657.308749 107 775946.145663 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,ITBI,XGBoost,1.3678369522094727,"96 222929.875000 97 137239.703125 98 114677.234375 99 112552.031250 100 103895.820312 101 113360.953125 102 141466.781250 103 125986.648438 104 121297.531250 105 120118.312500 106 120118.312500 107 122352.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Cota-Parte do ICMS,XGBoost,2.153301239013672,"96 2802930.25 97 2752465.25 98 2865004.25 99 2850097.25 100 2847809.00 101 3089511.00 102 2859538.75 103 2849246.50 104 2859538.75 105 2810013.50 106 2830211.25 107 3083280.25 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Cota-Parte do IPVA,MLP,1.9488766193389893,"96 7.331356e+04 97 2.070298e+05 98 1.655420e+05 99 -4.482285e+04 100 2.190680e+04 101 1.038307e+06 102 1.769023e+05 103 3.014845e+05 104 3.129703e+05 105 2.484732e+05 106 3.607730e+05 107 4.059561e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,IPTU,AR,3.0633816719055176,"82 12874.967773 83 1655.771484 84 1488.159790 85 770.809082 86 1398.882935 87 2387.579102 88 10248.633789 89 4451.328613 90 3558.097412 91 5014.329590 92 6683.428711 93 3802.925049 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,ISS,MLP,1.3264000415802002,"84 33096.925910 85 31022.097698 86 32325.536338 87 33122.281269 88 34182.006210 89 34185.348549 90 33622.820606 91 34489.003240 92 34411.444885 93 34500.807696 94 34489.996352 95 35154.397851 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,ITBI,Prophet,1.1278235912322998,"82 8461.788086 83 16088.104492 84 9714.037109 85 9792.052734 86 16903.791016 87 12764.513672 88 12918.319336 89 9383.844727 90 8436.552734 91 10392.884766 92 9621.545898 93 16092.422852 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Cota-Parte do ICMS,MLP,1.2783474922180176,"96 521759.528108 97 512632.769755 98 516927.787207 99 531700.435114 100 534617.141967 101 541661.060606 102 545505.890108 103 549360.183247 104 557274.091699 105 561296.500203 106 565957.765015 107 559905.211089 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Cota-Parte do IPVA,MLP,1.1865637302398682,"96 -1986.868848 97 31361.847742 98 23385.579173 99 24208.085132 100 46636.858068 101 173858.344897 102 44854.475604 103 75283.360488 104 82687.709846 105 96023.783463 106 123606.805656 107 135934.188377 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,IPTU,HWES,2.151878833770752,"88 8683.751953 89 2863.451904 90 2907.042969 91 2966.735352 92 8231.690430 93 2283.988525 94 4128.414062 95 2002.058838 96 1997.060303 97 1371.063110 98 3562.422607 99 2990.645264 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,ISS,MLP,3.7391605377197266,"96 15719.701602 97 18405.760826 98 17580.232781 99 18911.279391 100 20109.742234 101 19984.576636 102 21216.366511 103 21803.797522 104 22764.553963 105 23628.537834 106 24372.647254 107 25376.605548 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,ITBI,XGBoost,3.390498638153076,"84 7655.465332 85 5223.009766 86 4191.848633 87 4222.644531 88 4211.630859 89 3254.002930 90 2982.688965 91 3942.830566 92 4020.064697 93 3868.613525 94 3918.215820 95 4824.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,Cota-Parte do ICMS,MLP,1.1037201881408691,"96 299291.078548 97 297535.106717 98 306058.737943 99 316281.227260 100 328216.972996 101 323140.313302 102 329361.845240 103 334962.161420 104 338489.878572 105 339759.428749 106 338551.970353 107 340507.235624 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,Cota-Parte do IPVA,SARIMAX,1.8364250659942627,"96 7048.698730 97 8615.647461 98 4934.954102 99 4860.068359 100 4850.430176 101 12241.191406 102 7645.545898 103 6989.015625 104 11526.319336 105 15320.829102 106 15312.944336 107 13410.106445 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,IPTU,HWES,1.367638349533081,"96 1.007964e+06 97 4.357359e+05 98 4.402977e+05 99 4.331095e+05 100 7.670288e+05 101 9.960288e+05 102 9.960288e+05 103 4.390055e+05 104 4.390055e+05 105 4.390055e+05 106 1.040167e+06 107 1.156329e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,ISS,XGBoost,1.0089380741119385,"96 112380.429688 97 103286.804688 98 107709.039062 99 128398.500000 100 125398.453125 101 112380.429688 102 112380.429688 103 107664.570312 104 112380.429688 105 100155.117188 106 112380.429688 107 112380.429688 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,ITBI,SES,1.7927396297454834,"96 62838.574219 97 72204.398438 98 68755.515625 99 69257.195312 100 52355.363281 101 54496.167969 102 56230.402344 103 54284.097656 104 55224.828125 105 55224.828125 106 57265.242188 107 57265.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do ICMS,MLP,1.8554904460906982,"96 482996.083971 97 472492.634202 98 482360.208098 99 495646.047992 100 511687.057937 101 491912.538170 102 505134.935563 103 515154.453867 104 521715.578743 105 524278.610771 106 522486.056013 107 531026.735821 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do IPVA,SARIMAX,2.2699432373046875,"87 88040.210938 88 82347.804688 89 70452.031250 90 69783.046875 91 75953.054688 92 142225.703125 93 113005.468750 94 95214.835938 95 84056.515625 96 99142.140625 97 96537.804688 98 115518.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,IPTU,Prophet,1.289778232574463,"86 6616.512207 87 87064.554688 88 18788.898438 89 6318.263184 90 6470.228516 91 5787.785156 92 5788.360352 93 81250.851562 94 6454.473633 95 6899.296387 96 6899.296387 97 6603.166016 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,ISS,SARIMAX,1.5320227146148682,"96 304553.09375 97 304594.96875 98 304594.96875 99 304594.96875 100 304553.09375 101 304873.65625 102 304553.09375 103 304873.65625 104 304553.09375 105 304553.09375 106 304553.09375 107 304873.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,ITBI,XGBoost,1.1903307437896729,"96 39345.656250 97 24870.273438 98 22853.994141 99 42442.570312 100 38076.382812 101 56023.097656 102 22932.445312 103 39886.703125 104 41752.640625 105 20292.093750 106 31687.691406 107 36486.128906 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.0546565055847168,"96 925769.0000 97 904947.0000 98 908306.6875 99 960185.1250 100 960185.1250 101 968198.1250 102 960185.1250 103 960185.1250 104 960185.1250 105 960185.1250 106 969530.1250 107 969530.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do IPVA,MLP,1.3301451206207275,"96 35867.806175 97 53500.065135 98 118266.763206 99 122932.548695 100 161199.191977 101 409136.258013 102 172508.544521 103 199045.135742 104 257040.731960 105 281269.765079 106 321129.121181 107 325333.562247 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,IPTU,HWES,2.400815725326538,"96 293829.218750 97 292848.125000 98 198409.546875 99 198409.546875 100 228666.593750 101 202214.140625 102 225044.906250 103 225044.906250 104 220003.312500 105 218484.328125 106 220003.312500 107 218780.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,ISS,SARIMAX,2.775872230529785,"96 532320.93750 97 456609.62500 98 532808.25000 99 469462.15625 100 528402.62500 101 540893.37500 102 540893.37500 103 481919.03125 104 540893.37500 105 481919.03125 106 540893.37500 107 541086.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,ITBI,MLP,1.1778185367584229,"96 611637.901153 97 678736.655085 98 661561.513371 99 800633.840881 100 799837.968838 101 844164.570932 102 860322.186914 103 896540.268731 104 894470.823194 105 977421.010824 106 952839.034396 107 935472.598756 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do ICMS,MLP,1.1112380027770996,"96 2.509166e+06 97 2.485462e+06 98 2.534591e+06 99 2.615363e+06 100 2.683270e+06 101 2.697921e+06 102 2.735764e+06 103 2.777094e+06 104 2.819841e+06 105 2.842521e+06 106 2.856115e+06 107 2.854997e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do IPVA,XGBoost,1.6075153350830078,"96 4.615359e+05 97 3.495141e+05 98 2.832722e+05 99 2.855560e+05 100 2.574509e+05 101 1.489800e+06 102 6.624308e+05 103 5.806951e+05 104 4.999402e+05 105 4.961005e+05 106 4.999402e+05 107 1.424102e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,IPTU,Prophet,1.3543906211853027,"96 856155.25 97 856155.25 98 856155.25 99 856155.25 100 1083845.00 101 4032095.50 102 1316809.00 103 1316809.00 104 1316809.00 105 1316809.00 106 1316809.00 107 4032095.50 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,ISS,MLP,1.9532086849212646,"96 821603.599404 97 936021.287233 98 911435.983509 99 732598.826874 100 709772.075994 101 757226.860162 102 812363.733017 103 698878.187108 104 677490.957237 105 841967.800490 106 849546.382308 107 829124.897024 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,ITBI,HWES,2.29422926902771,"96 70671.085938 97 74985.757812 98 75304.687500 99 67735.265625 100 87101.132812 101 67074.093750 102 88226.125000 103 89457.898438 104 91547.976562 105 75679.914062 106 86024.093750 107 76596.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,Cota-Parte do ICMS,XGBoost,1.5737204551696777,"96 2503605.25 97 2536426.50 98 2410748.50 99 2459811.75 100 2583904.50 101 2309004.75 102 2508906.25 103 2521328.50 104 2508906.25 105 2514053.75 106 2368765.00 107 2410748.50 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,Cota-Parte do IPVA,MLP,1.3489186763763428,"95 20366.787884 96 98826.763069 97 67323.183813 98 -85394.089486 99 -62364.686234 100 462192.272524 101 -29011.726284 102 11875.730690 103 6986.787303 104 -62130.397996 105 -40561.675752 106 -186718.290364 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,IPTU,AR,1.5581915378570557,"96 2965107.50 97 3074586.75 98 2413572.00 99 3069940.50 100 2419352.75 101 5001834.00 102 3074586.75 103 2957274.25 104 2417997.75 105 3074586.75 106 2442305.00 107 4908787.50 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,ISS,SARIMAX,1.2537593841552734,"96 6695311.0 97 6624122.5 98 6649724.5 99 6746308.0 100 6895084.0 101 6895084.0 102 6894719.5 103 6894719.5 104 6894719.5 105 6894719.5 106 6894719.5 107 6894719.5 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,ITBI,SARIMAX,2.466810703277588,"96 2459895.750 97 2503638.250 98 2428035.250 99 2507086.000 100 2263665.250 101 2480190.750 102 2444405.500 103 2266398.500 104 2304917.000 105 2153255.750 106 2096761.875 107 2093556.500 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Cota-Parte do ICMS,XGBoost,1.242513656616211,"96 18338614.0 97 19584888.0 98 19178582.0 99 19504700.0 100 19334988.0 101 20335842.0 102 19103018.0 103 19845832.0 104 19580584.0 105 18938040.0 106 18281732.0 107 20392074.0 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Cota-Parte do IPVA,XGBoost,1.5012245178222656,"96 2.402322e+06 97 1.392755e+06 98 1.031691e+06 99 7.866138e+05 100 6.130161e+05 101 6.023676e+06 102 2.269177e+06 103 1.670625e+06 104 1.611405e+06 105 1.533986e+06 106 1.475002e+06 107 6.025330e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,IPTU,SARIMAX,1.427666425704956,"55 1208.716309 56 7572.128418 57 832.864990 58 1351.391602 59 864.837036 60 1117.774902 61 7290.632812 62 879.570129 63 7237.600586 64 922.687866 65 1173.903076 66 1276.013428 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,ISS,XGBoost,1.11527681350708,"96 42584.488281 97 41247.796875 98 43383.546875 99 32899.425781 100 32328.324219 101 33986.000000 102 59825.257812 103 59911.492188 104 53905.953125 105 53795.410156 106 165408.859375 107 165408.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,ITBI,XGBoost,3.6667723655700684,"75 4216.474121 76 3313.007324 77 8502.476562 78 4324.985352 79 5468.901855 80 6447.948730 81 5650.763184 82 6066.754883 83 11245.398438 84 5300.576660 85 11866.418945 86 16757.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,Cota-Parte do ICMS,MLP,2.3583993911743164,"96 306351.258387 97 303397.967053 98 307298.366504 99 316570.739534 100 321515.640022 101 322360.268734 102 329264.257670 103 332871.863345 104 338123.735771 105 341237.026776 106 344098.957022 107 343055.269772 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,Cota-Parte do IPVA,XGBoost,1.9013233184814453,"96 17051.904297 97 16393.328125 98 16691.271484 99 14716.180664 100 14740.175781 101 97250.179688 102 37728.304688 103 38418.207031 104 38278.046875 105 37575.976562 106 38891.007812 107 92919.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,IPTU,SARIMAX,1.2475650310516357,"96 30053.578125 97 54918.328125 98 28166.945312 99 27054.548828 100 24920.580078 101 201301.765625 102 27041.652344 103 57093.335938 104 25303.648438 105 25719.966797 106 24128.642578 107 201454.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,ISS,MLP,1.8736820220947266,"96 111006.333877 97 113602.974083 98 119326.920522 99 146166.352313 100 91030.768056 101 106481.130237 102 109365.407869 103 110463.872131 104 107088.966822 105 76408.443276 106 131686.405809 107 117624.902852 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,ITBI,XGBoost,3.3527233600616455,"93 36452.847656 94 37493.738281 95 36127.917969 96 35999.996094 97 24066.261719 98 20254.841797 99 19326.380859 100 19326.380859 101 16477.238281 102 17832.091797 103 22738.113281 104 21622.193359 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Cota-Parte do ICMS,XGBoost,1.7212390899658203,"96 421190.43750 97 392345.75000 98 383907.68750 99 380232.09375 100 360338.09375 101 435894.21875 102 417709.18750 103 417709.18750 104 424607.21875 105 389537.78125 106 389568.43750 107 394511.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Cota-Parte do IPVA,SARIMAX,1.1988286972045898,"96 57824.703125 97 39814.507812 98 35599.988281 99 25233.066406 100 22679.753906 101 224607.109375 102 105272.421875 103 79762.843750 104 63008.765625 105 60371.878906 106 60371.878906 107 206329.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,IPTU,SARIMAX,1.062239408493042,"74 108062.445312 75 65117.972656 76 32281.447266 77 22974.652344 78 23133.765625 79 10147.443359 80 97667.476562 81 20992.316406 82 15683.614258 83 17898.796875 84 16761.173828 85 107764.257812 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,ISS,HWES,1.2179841995239258,"84 78394.710938 85 77028.820312 86 76722.445312 87 84264.828125 88 76722.445312 89 84291.585938 90 84272.601562 91 84264.828125 92 84291.585938 93 84291.585938 94 84272.601562 95 84291.585938 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,ITBI,MLP,1.1187360286712646,"84 35863.522330 85 37532.619443 86 30409.557704 87 29518.734706 88 28972.511283 89 31211.653281 90 32475.325461 91 25382.511452 92 24712.902227 93 29171.861712 94 29996.495422 95 28156.551876 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,Cota-Parte do ICMS,MLP,1.5932738780975342,"84 540627.207126 85 530224.441222 86 535558.216600 87 550207.198726 88 556084.263162 89 555200.717582 90 561163.997341 91 566826.190149 92 575222.327764 93 579648.912666 94 584631.716663 95 582773.623970 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,Cota-Parte do IPVA,MLP,1.2566418647766113,"84 1051.214541 85 42600.366959 86 44208.049191 87 34824.542496 88 58068.488208 89 269991.226800 90 75719.877035 91 122515.221452 92 143544.419709 93 158525.710507 94 203855.420547 95 258195.364845 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,IPTU,XGBoost,2.6848227977752686,"96 184558.765625 97 286138.750000 98 174383.781250 99 174403.171875 100 182114.078125 101 182861.875000 102 207884.468750 103 118463.781250 104 192421.859375 105 192421.859375 106 207876.062500 107 207876.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,ISS,MLP,2.3712422847747803,"96 202292.365122 97 202037.709007 98 185134.591469 99 183953.913219 100 194042.316827 101 197272.617669 102 204895.270364 103 197785.000237 104 208018.993624 105 212651.315429 106 201677.990675 107 207025.540366 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,ITBI,XGBoost,2.091984987258911,"96 48301.382812 97 46305.097656 98 42677.382812 99 44157.035156 100 40109.625000 101 44915.199219 102 45738.968750 103 47999.281250 104 44591.179688 105 43381.875000 106 45403.308594 107 38607.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,Cota-Parte do ICMS,MLP,1.3435962200164795,"94 381538.598123 95 715222.155171 96 -103057.572616 97 312657.071250 98 347438.660557 99 265124.834938 100 217774.107112 101 -267516.669652 102 507389.205111 103 173822.013652 104 89508.984847 105 123379.224642 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,Cota-Parte do IPVA,XGBoost,2.1889595985412598,"94 139894.078125 95 203465.156250 96 205405.515625 97 203432.562500 98 202083.828125 99 188418.406250 100 186758.421875 101 188418.406250 102 188418.406250 103 188418.406250 104 160501.921875 105 188418.406250 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,IPTU,SARIMAX,1.1426599025726318,"91 5397.594238 92 22502.498047 93 23020.984375 94 21659.392578 95 22717.609375 96 4383.744141 97 17678.457031 98 21282.095703 99 21055.029297 100 16467.058594 101 20908.876953 102 7304.714844 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,ISS,MLP,1.7181968688964844,"96 149908.907228 97 260932.551553 98 300618.342618 99 381313.216504 100 475403.819473 101 385860.704291 102 591168.104351 103 600773.829776 104 686404.471663 105 724638.047676 106 729108.340111 107 985124.172970 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,ITBI,XGBoost,1.860288143157959,"89 78435.296875 90 78003.468750 91 78036.523438 92 78036.523438 93 78036.523438 94 78003.468750 95 78003.468750 96 78094.070312 97 78127.117188 98 78284.484375 99 78635.554688 100 78284.484375 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do ICMS,Prophet,2.6903159618377686,"89 767494.8750 90 812253.2500 91 805460.0000 92 722787.1250 93 802805.5625 94 805088.0625 95 806223.1250 96 768258.0000 97 768258.0000 98 769393.0625 99 722776.1875 100 811881.2500 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do IPVA,XGBoost,1.5578269958496094,"89 56188.484375 90 27367.232422 91 7012.367188 92 6551.280762 93 8402.596680 94 12814.263672 95 31701.138672 96 24468.826172 97 16667.703125 98 16779.796875 99 16244.175781 100 10747.530273 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,IPTU,XGBoost,1.7925121784210205,"86 1936.459839 87 2141.578125 88 5573.395996 89 4521.808594 90 3247.668945 91 7863.848633 92 6318.397461 93 6359.779785 94 12210.233398 95 28336.707031 96 28336.707031 97 5245.449707 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,ISS,AR,1.8787434101104736,"96 13219.404297 97 11469.649414 98 11238.376953 99 11658.411133 100 11497.416992 101 11487.983398 102 23392.095703 103 23380.009766 104 23370.005859 105 23404.033203 106 23370.005859 107 23404.033203 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,ITBI,XGBoost,1.8271677494049072,"93 5262.797852 94 1697.115967 95 3984.703857 96 3489.778809 97 4824.666992 98 4226.545410 99 4948.038574 100 4711.176758 101 5742.200684 102 5502.824219 103 6296.382812 104 4127.581055 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,Cota-Parte do ICMS,MLP,1.3507418632507324,"96 343198.005711 97 336208.566728 98 338978.223407 99 347516.354873 100 353960.562096 101 349917.547967 102 353334.759649 103 356683.520896 104 361170.022971 105 363405.378684 106 364986.608326 107 364491.905105 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,Cota-Parte do IPVA,SARIMAX,4.320399045944214,"95 37459.726562 96 36401.105469 97 36401.105469 98 36401.105469 99 36401.105469 100 79700.898438 101 79646.242188 102 79646.242188 103 79646.242188 104 79646.242188 105 79646.242188 106 79700.898438 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,IPTU,SARIMAX,1.6326384544372559,"84 1571.717407 85 2919.927979 86 1328.228516 87 2761.673584 88 940.022339 89 2729.518066 90 1147.638306 91 1456.346802 92 1204.136963 93 1482.761963 94 1426.522583 95 1504.431396 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,ISS,XGBoost,1.5821175575256348,"96 6538.437500 97 5961.743652 98 6288.976074 99 6805.877441 100 6990.035156 101 10435.149414 102 10432.482422 103 10193.908203 104 9946.963867 105 6151.895508 106 5926.804199 107 5911.500977 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,ITBI,XGBoost,1.7583439350128174,"77 11870.097656 78 2723.115723 79 2994.367676 80 8727.795898 81 3617.550293 82 13194.538086 83 10416.916992 84 9030.711914 85 8681.704102 86 10758.759766 87 2417.187256 88 11143.278320 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do ICMS,MLP,2.0347492694854736,"96 239156.536350 97 234701.448993 98 237096.820835 99 241810.772971 100 249848.631551 101 242358.909739 102 246311.382664 103 248875.254168 104 251632.393146 105 253222.497398 106 253817.314200 107 254292.046264 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do IPVA,SARIMAX,3.781597375869751,"95 10101.492188 96 6796.012695 97 9489.993164 98 12080.686523 99 46744.406250 100 48802.808594 101 14321.403320 102 13932.053711 103 14028.151367 104 12748.777344 105 41189.210938 106 41191.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,IPTU,SARIMAX,1.4886808395385742,"96 8.696768e+05 97 8.638103e+05 98 8.679329e+05 99 1.011859e+06 100 1.035329e+06 101 1.035329e+06 102 1.027806e+06 103 7.295808e+05 104 1.036432e+06 105 7.390135e+05 106 1.036432e+06 107 1.036432e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,ISS,HWES,1.391010046005249,"96 126450.843750 97 116119.703125 98 114911.601562 99 100179.226562 100 107128.687500 101 119217.125000 102 106298.843750 103 110891.570312 104 109894.625000 105 91313.164062 106 130358.453125 107 129211.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,ITBI,SES,1.2073140144348145,"96 171319.656250 97 162288.546875 98 232265.953125 99 177585.015625 100 187163.406250 101 170742.906250 102 172274.265625 103 179546.578125 104 185512.687500 105 177403.703125 106 177403.703125 107 193170.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,Cota-Parte do ICMS,MLP,1.037099838256836,"96 504610.211956 97 500966.186501 98 505801.765696 99 514492.856148 100 525979.536162 101 521735.327620 102 527490.747237 103 533356.077885 104 538612.473417 105 541990.275705 106 543226.870634 107 547232.426588 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,Cota-Parte do IPVA,MLP,1.3108344078063965,"89 5.305985e+05 90 6.635610e+05 91 8.633564e+05 92 1.046822e+06 93 1.221898e+06 94 1.383553e+06 95 1.930514e+06 96 2.540650e+06 97 3.047176e+06 98 3.696921e+06 99 4.804878e+06 100 6.539528e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,IPTU,XGBoost,0.954056978225708,"55 312614.250000 56 192842.921875 57 287525.312500 58 194300.203125 59 197952.125000 60 195784.140625 61 287525.312500 62 195158.531250 63 287525.312500 64 195367.859375 65 195367.859375 66 195367.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,ISS,MLP,1.0855917930603027,"80 59015.007203 81 52336.013477 82 46340.762136 83 53380.137317 84 47346.408502 85 53312.393014 86 47690.114633 87 50312.452069 88 53986.555607 89 50513.029258 90 54133.888895 91 51525.430649 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,ITBI,MLP,3.5046539306640625,"78 44758.142174 79 39465.097615 80 41271.953846 81 43621.872893 82 50842.294622 83 47214.396779 84 49342.720266 85 45093.523134 86 48327.869701 87 50826.039176 88 50094.766564 89 47007.116311 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do ICMS,MLP,2.116691827774048,"80 621314.360508 81 502206.236780 82 524361.414292 83 546290.066236 84 591184.829316 85 569109.046388 86 513841.799270 87 549259.370279 88 545886.687963 89 535756.303905 90 504065.582211 91 495531.546696 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do IPVA,AR,2.180041551589966,"80 107408.187500 81 105204.046875 82 103197.132812 83 104477.156250 84 103197.132812 85 244932.484375 86 223794.609375 87 223794.609375 88 179210.500000 89 179210.500000 90 179210.500000 91 137239.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,IPTU,MLP,1.3760316371917725,"96 54822.606245 97 49049.327726 98 35144.998257 99 -7978.501015 100 7590.398844 101 24785.908511 102 25425.928209 103 16398.887200 104 19725.006158 105 18528.101829 106 25740.578560 107 30085.533153 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,ISS,XGBoost,1.1153454780578613,"96 38999.906250 97 50399.636719 98 48564.269531 99 51544.187500 100 51517.683594 101 59919.703125 102 48564.269531 103 51355.343750 104 48535.531250 105 50682.859375 106 48382.375000 107 59919.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,ITBI,MLP,1.459939956665039,"96 48820.505110 97 55621.648801 98 62311.919315 99 67030.792409 100 73608.075291 101 77428.346433 102 81144.582117 103 91917.470353 104 102680.717619 105 105628.231654 106 112161.438580 107 121606.612276 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,Cota-Parte do ICMS,MLP,1.2826802730560303,"96 546650.317317 97 546827.263887 98 558009.902089 99 567286.499190 100 587050.778209 101 571030.874246 102 581544.004248 103 588433.316009 104 591396.497345 105 593629.544375 106 591616.565131 107 600510.530602 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,Cota-Parte do IPVA,XGBoost,1.4055967330932617,"96 50731.425781 97 48361.468750 98 29129.732422 99 37842.304688 100 30733.617188 101 178745.218750 102 47160.152344 103 49113.796875 104 75226.648438 105 75884.882812 106 84800.773438 107 201570.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,IPTU,SARIMAX,1.153672218322754,"89 7812.265137 90 5086.532715 91 5099.555664 92 8087.228027 93 3094.495605 94 4298.348145 95 5261.264648 96 5308.484863 97 5261.264648 98 5261.264648 99 8215.863281 100 7629.095215 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,ISS,Prophet,1.9235661029815674,"96 20545.640625 97 21638.462891 98 20948.603516 99 14618.144531 100 20414.847656 101 25880.087891 102 22754.878906 103 24579.101562 104 23357.912109 105 22280.486328 106 23357.912109 107 21533.689453 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,ITBI,MLP,1.0842502117156982,"90 21480.871062 91 22132.590598 92 15985.213976 93 16234.647151 94 16358.486476 95 18595.272143 96 17646.602441 97 16115.615221 98 15517.678875 99 16734.454061 100 17153.343615 101 16691.091473 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,Cota-Parte do ICMS,MLP,1.10908842086792,"96 385953.128453 97 379157.276465 98 386985.244072 99 393377.809453 100 414032.257943 101 402035.479777 102 410953.928220 103 419826.378766 104 424419.516852 105 428758.833581 106 425901.764007 107 434262.785104 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,Cota-Parte do IPVA,MLP,1.6837282180786133,"95 3.250677e+04 96 8.424072e+04 97 1.196719e+05 98 1.671964e+05 99 2.616066e+05 100 4.331140e+05 101 5.098613e+05 102 7.567274e+05 103 1.103051e+06 104 1.604765e+06 105 2.341098e+06 106 3.323682e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,IPTU,XGBoost,1.2958686351776123,"69 449.390259 70 532.523499 71 676.210022 72 638.254089 73 258.516693 74 1302.631714 75 1302.631714 76 1302.631714 77 1777.694092 78 1777.694092 79 1777.694092 80 1777.694092 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,ISS,SARIMAX,3.5209033489227295,"88 50224.902344 89 34675.273438 90 44375.519531 91 54068.636719 92 32101.683594 93 50682.511719 94 44468.492188 95 39555.347656 96 39568.847656 97 44468.492188 98 38366.324219 99 44468.492188 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,ITBI,Prophet,1.316239356994629,"76 30887.517578 77 31567.083984 78 33813.863281 79 33714.875000 80 33559.148438 81 14189.122070 82 33714.875000 83 31835.152344 84 33587.312500 85 31835.152344 86 31835.152344 87 18472.552734 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do ICMS,MLP,1.1617465019226074,"88 398746.995279 89 394578.293177 90 399086.430621 91 408447.762326 92 416142.055089 93 414864.045634 94 419477.675214 95 423976.877091 96 429591.814003 97 433369.793318 98 436428.427844 99 437398.518666 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do IPVA,MLP,1.2170963287353516,"87 -3327.060207 88 18885.510832 89 16093.363497 90 13683.233271 91 15414.592550 92 82628.597870 93 22135.622619 94 38397.110846 95 41822.084695 96 44412.208469 97 52268.300152 98 60599.617938 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,IPTU,SARIMAX,1.2129673957824707,"76 99359.703125 77 99359.703125 78 99352.531250 79 99359.703125 80 99359.703125 81 99352.531250 82 99352.531250 83 99352.531250 84 99352.531250 85 99352.531250 86 99352.531250 87 99352.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,ISS,SES,2.0418365001678467,"96 21522.992188 97 22806.164062 98 22806.164062 99 23161.828125 100 21787.306641 101 21379.460938 102 21884.212891 103 20073.587891 104 20073.587891 105 21324.730469 106 22049.550781 107 21298.257812 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,ITBI,MLP,1.979081153869629,"86 1558.690370 87 -141.688440 88 600.283517 89 484.015830 90 1063.866224 91 1360.487964 92 1132.710370 93 1636.933242 94 2172.496916 95 2485.736884 96 2673.220917 97 2882.090433 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do ICMS,MLP,1.0799169540405273,"96 291246.388731 97 286297.459974 98 290899.861157 99 297873.587019 100 304509.091624 101 294126.571703 102 300178.167390 103 303735.620274 104 306322.131225 105 307048.023372 106 306633.362907 107 309151.382716 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do IPVA,XGBoost,1.2620158195495605,"96 17453.710938 97 15214.494141 98 16265.682617 99 15838.187500 100 12564.660156 101 65310.402344 102 28787.544922 103 48858.875000 104 26168.361328 105 35981.078125 106 48884.636719 107 106427.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,IPTU,MLP,1.7403550148010254,"77 -2130.590097 78 -3373.146998 79 -4893.121949 80 -11202.492285 81 -12470.436702 82 -17575.127812 83 -25247.619760 84 -35135.596023 85 -49052.344958 86 -67523.078308 87 -91182.296599 88 -124725.336204 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,ISS,XGBoost,2.151475429534912,"95 8127.716797 96 8184.159668 97 8202.375000 98 11728.784180 99 11732.213867 100 12947.359375 101 11728.784180 102 11735.360352 103 11740.451172 104 11740.451172 105 12952.450195 106 12947.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,ITBI,XGBoost,1.9604201316833496,"82 4061.927979 83 5384.904785 84 17392.355469 85 7964.806641 86 3904.297363 87 12205.157227 88 18104.462891 89 4252.228027 90 11735.786133 91 19564.533203 92 18718.820312 93 14408.439453 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do ICMS,MLP,1.6970365047454834,"96 276440.723172 97 271725.861744 98 275150.261005 99 282911.982114 100 286946.066786 101 285406.751887 102 288965.087819 103 292057.294718 104 296150.944443 105 298207.701805 106 300271.585507 107 299439.140934 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do IPVA,MLP,1.4841904640197754,"96 715.283351 97 11611.448534 98 12222.074971 99 10573.877440 100 15534.062824 101 49872.790729 102 19773.324186 103 28631.148504 104 32591.701349 105 35571.096829 106 43683.941911 107 45305.713529 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,IPTU,MLP,1.4426720142364502,"92 226600.620816 93 149389.167676 94 -225203.933658 95 129596.908563 96 101408.446830 97 44613.683665 98 31169.350587 99 -36009.590608 100 -220246.636275 101 -24725.330462 102 -54756.750346 103 -85835.986802 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,ISS,Prophet,1.1234312057495117,"92 729353.6875 93 716138.8125 94 724901.9375 95 712407.3125 96 725592.8750 97 737470.8750 98 737470.8750 99 737470.8750 100 724215.9375 101 737470.8750 102 737470.8750 103 737470.8750 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,ITBI,Prophet,1.0018830299377441,"92 638487.31250 93 641672.87500 94 978619.93750 95 272180.53125 96 270174.46875 97 270174.46875 98 651660.12500 99 651660.12500 100 270174.46875 101 637520.06250 102 637520.06250 103 655812.93750 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do ICMS,MLP,1.076561450958252,"92 3.120472e+06 93 3.069145e+06 94 3.063370e+06 95 3.143186e+06 96 3.124914e+06 97 3.243378e+06 98 3.249425e+06 99 3.262951e+06 100 3.318723e+06 101 3.363347e+06 102 3.410229e+06 103 3.379530e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do IPVA,MLP,1.4937372207641602,"92 -7.842097e+04 93 3.269757e+05 94 2.481130e+05 95 5.938016e+04 96 2.692129e+05 97 1.356561e+06 98 2.904039e+05 99 5.756391e+05 100 6.262654e+05 101 6.224296e+05 102 8.315848e+05 103 6.605438e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,IPTU,MLP,1.9696180820465088,"76 -4961.750286 77 -16144.989328 78 -39494.492835 79 -26878.206950 80 -30492.826602 81 -35804.305371 82 -48810.988775 83 -59175.358270 84 -76095.820084 85 -77951.174552 86 -89626.022958 87 -104287.498114 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,ISS,XGBoost,3.0138561725616455,"92 13613.705078 93 13592.588867 94 32219.115234 95 23506.515625 96 20503.992188 97 23485.626953 98 30372.496094 99 43477.253906 100 19690.609375 101 27739.437500 102 13859.702148 103 21164.033203 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,ITBI,AR,1.9163577556610107,"78 29623.095703 79 12042.747070 80 12012.254883 81 15020.529297 82 15421.281250 83 31982.154297 84 12662.367188 85 13049.814453 86 33006.992188 87 32933.644531 88 26826.939453 89 14363.435547 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do ICMS,MLP,1.0027492046356201,"89 509679.758552 90 499303.855575 91 507801.047755 92 519380.722308 93 530594.978597 94 503180.870220 95 516359.602403 96 522196.494958 97 524418.685662 98 523501.386150 99 520219.973231 100 528000.599292 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do IPVA,MLP,1.4146397113800049,"89 29421.919922 90 39781.205896 91 7703.103151 92 30996.708921 93 62083.502958 94 153415.311149 95 100414.350381 96 131941.086936 97 158902.387209 98 229931.566793 99 322501.679275 100 395919.572230 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,IPTU,MLP,1.3373959064483643,"93 2953.696352 94 -35571.837693 95 -23862.512522 96 -19306.147719 97 -38688.285905 98 -38997.148783 99 -54650.488802 100 -78993.714518 101 -87968.551169 102 -100248.192176 103 -120693.771514 104 -140303.528712 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,ISS,XGBoost,1.8174984455108643,"96 39984.855469 97 34330.148438 98 33541.332031 99 38687.226562 100 41540.929688 101 38036.878906 102 40778.960938 103 40914.308594 104 40762.246094 105 39143.218750 106 37963.937500 107 38811.675781 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,ITBI,Prophet,1.0841891765594482,"93 4141.697754 94 3678.032471 95 1378.460205 96 6576.647461 97 13921.520508 98 5609.682617 99 4173.773438 100 5628.110352 101 4486.388672 102 4697.490723 103 9091.545898 104 4608.924805 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do ICMS,MLP,1.1781551837921143,"96 545168.850811 97 517008.231255 98 530200.063182 99 550881.216346 100 560146.892493 101 575924.065996 102 588954.675922 103 577642.863577 104 600749.069591 105 609010.540452 106 616694.738585 107 610018.997153 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do IPVA,MLP,1.953429937362671,"96 -5919.864890 97 30670.580290 98 27338.082155 99 12153.289143 100 18377.715671 101 192807.184493 102 39143.517908 103 69502.489212 104 74936.452441 105 73519.488865 106 84719.448275 107 110577.317859 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,IPTU,SARIMAX,2.3110806941986084,"96 2062753.125 97 1959207.125 98 1972327.625 99 1577562.875 100 1624554.125 101 2224173.500 102 2210413.750 103 2216895.250 104 2181998.500 105 1811018.375 106 1979307.875 107 2158254.750 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,ISS,MLP,1.1577982902526855,"96 796255.970292 97 787398.162200 98 831427.527709 99 859680.487342 100 855129.066191 101 809699.403221 102 845248.802898 103 851143.396410 104 853277.108876 105 840727.821512 106 828460.686016 107 830817.256664 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,ITBI,SARIMAX,1.1754024028778076,"96 1.253541e+06 97 1.253541e+06 98 1.058601e+06 99 1.252618e+06 100 1.012680e+06 101 1.253752e+06 102 9.951710e+05 103 9.951710e+05 104 9.719736e+05 105 9.784328e+05 106 9.987402e+05 107 9.788345e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,Cota-Parte do ICMS,MLP,1.753587245941162,"94 1.409032e+06 95 1.387224e+06 96 1.414602e+06 97 1.447418e+06 98 1.488265e+06 99 1.443204e+06 100 1.473752e+06 101 1.495153e+06 102 1.507446e+06 103 1.511607e+06 104 1.506101e+06 105 1.522461e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,Cota-Parte do IPVA,MLP,2.2728378772735596,"95 178637.652585 96 372548.794734 97 253381.221532 98 48886.225296 99 111633.781319 100 677606.742795 101 321306.862561 102 459702.033091 103 519516.956279 104 470816.976582 105 585248.440333 106 465792.596649 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,IPTU,SES,2.6796789169311523,"88 12520.108398 89 12854.433594 90 12826.302734 91 12820.018555 92 12886.332031 93 31905.496094 94 31851.732422 95 31834.597656 96 31825.285156 97 34421.554688 98 34421.554688 99 11568.739258 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,ISS,XGBoost,1.9151060581207275,"88 11953.663086 89 12335.558594 90 11695.254883 91 26651.939453 92 26634.908203 93 26641.097656 94 26641.097656 95 26650.113281 96 26611.658203 97 26641.097656 98 26611.658203 99 26611.658203 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,ITBI,XGBoost,1.853043556213379,"88 10546.681641 89 9545.245117 90 10400.931641 91 7201.642578 92 10351.397461 93 10322.511719 94 8214.604492 95 7659.391113 96 7659.391113 97 11593.629883 98 11693.294922 99 8569.130859 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,Cota-Parte do ICMS,Prophet,1.3521738052368164,"88 333657.06250 89 331538.53125 90 331226.12500 91 331809.87500 92 308219.50000 93 323471.34375 94 323471.34375 95 323471.34375 96 323471.34375 97 323349.43750 98 330777.81250 99 320599.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,Cota-Parte do IPVA,MLP,1.2729828357696533,"88 13797.451551 89 27856.686311 90 21833.334476 91 18782.772137 92 31090.371128 93 87429.238896 94 39364.532993 95 47605.139385 96 49250.907057 97 51259.959659 98 59422.600521 99 47537.302529 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,IPTU,XGBoost,3.079698085784912,"74 1707.297119 75 140.563461 76 260.118835 77 5080.615234 78 2336.027588 79 6234.515137 80 3620.312988 81 4559.911133 82 3022.496094 83 10924.376953 84 17985.417969 85 20644.134766 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,ISS,SES,2.036832571029663,"96 36288.691406 97 37481.464844 98 36403.710938 99 32262.652344 100 33922.238281 101 36790.859375 102 37707.437500 103 32009.212891 104 36821.582031 105 37625.410156 106 34406.433594 107 33933.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,ITBI,MLP,1.923231840133667,"89 8349.363905 90 8487.590384 91 8514.750913 92 8211.788117 93 9235.640834 94 10280.619353 95 9653.577034 96 9840.438098 97 10493.703515 98 10156.493585 99 11797.165227 100 10898.402543 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do ICMS,MLP,1.251349925994873,"96 804001.664064 97 787573.855078 98 792691.729852 99 813401.959710 100 819015.726632 101 821361.405201 102 827870.489992 103 834179.185468 104 846720.556822 105 853662.061092 106 861644.664023 107 855300.629220 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do IPVA,AR,1.5237131118774414,"96 50879.699219 97 50879.699219 98 51243.761719 99 47437.066406 100 47165.824219 101 275646.218750 102 86480.523438 103 86480.523438 104 86480.523438 105 86234.703125 106 86234.703125 107 211971.031250 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,IPTU,SARIMAX,1.233124017715454,"93 82346.750000 94 81460.601562 95 77336.679688 96 76713.914062 97 85642.132812 98 9866.837891 99 35031.933594 100 35031.933594 101 81582.593750 102 81361.109375 103 79001.171875 104 108139.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,ISS,SARIMAX,1.1285252571105957,"96 153461.062500 97 153589.546875 98 207169.906250 99 144389.937500 100 153467.515625 101 185181.640625 102 207469.171875 103 207581.718750 104 153589.546875 105 207666.468750 106 207581.718750 107 153397.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,ITBI,XGBoost,1.279789686203003,"96 329263.46875 97 326177.06250 98 330474.00000 99 519277.81250 100 519568.21875 101 519277.81250 102 519277.81250 103 519277.81250 104 519277.81250 105 519277.81250 106 519277.81250 107 519277.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do ICMS,MLP,1.0854852199554443,"96 1.396480e+06 97 1.401998e+06 98 1.433155e+06 99 1.460158e+06 100 1.515893e+06 101 1.485282e+06 102 1.510327e+06 103 1.529768e+06 104 1.539273e+06 105 1.546504e+06 106 1.542381e+06 107 1.563624e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do IPVA,XGBoost,1.7814462184906006,"96 149703.031250 97 132172.468750 98 62662.375000 99 43720.402344 100 34805.886719 101 631206.937500 102 121621.328125 103 119994.585938 104 89475.406250 105 89295.835938 106 58017.656250 107 612839.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,IPTU,AR,3.7685067653656006,"96 49474.210938 97 70121.007812 98 67707.679688 99 79518.390625 100 79565.437500 101 48599.968750 102 60146.511719 103 60146.511719 104 60146.511719 105 60146.511719 106 60146.511719 107 60271.457031 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,ISS,SARIMAX,1.1706886291503906,"96 44618.039062 97 44606.679688 98 44579.976562 99 44523.632812 100 44589.394531 101 44574.902344 102 44523.632812 103 44523.632812 104 44523.632812 105 44523.632812 106 44523.632812 107 44574.902344 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,ITBI,XGBoost,1.4928760528564453,"96 87014.914062 97 123741.437500 98 197551.984375 99 232161.453125 100 221904.671875 101 232544.437500 102 231963.906250 103 232213.046875 104 232286.968750 105 232161.453125 106 233133.359375 107 232160.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,Cota-Parte do ICMS,MLP,1.1518893241882324,"96 593375.675327 97 587175.329408 98 598025.081052 99 584048.320095 100 609658.877400 101 614485.084227 102 614273.644130 103 620798.987832 104 623745.675472 105 633476.269468 106 634087.538873 107 636441.533917 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,Cota-Parte do IPVA,SARIMAX,1.3607068061828613,"96 21789.750000 97 16654.044922 98 16327.351562 99 20798.322266 100 17564.556641 101 66295.734375 102 52456.949219 103 43146.222656 104 48942.542969 105 52342.546875 106 48006.031250 107 61021.339844 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,IPTU,MLP,1.794107437133789,"95 437137.179456 96 327986.313880 97 318976.108321 98 321138.024482 99 257985.335500 100 -105967.498766 101 266704.003131 102 221378.910047 103 198612.380916 104 172714.444909 105 107670.034571 106 -51308.704441 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,ISS,MLP,1.3651468753814697,"96 440358.537771 97 429219.650870 98 363379.587311 99 376387.185992 100 427201.109539 101 430673.835026 102 404724.500438 103 406459.297229 104 454035.098881 105 445522.755818 106 413492.342773 107 414822.406827 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,ITBI,MLP,1.1148383617401123,"96 232733.434934 97 205196.170632 98 231453.603094 99 227751.928352 100 245966.903678 101 248890.560217 102 249629.633899 103 245119.326731 104 263663.713479 105 262225.998422 106 270171.322851 107 268063.231500 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do ICMS,MLP,1.0937113761901855,"96 1.213550e+06 97 1.186611e+06 98 1.205110e+06 99 1.231627e+06 100 1.251293e+06 101 1.233179e+06 102 1.246311e+06 103 1.257999e+06 104 1.272587e+06 105 1.278751e+06 106 1.283740e+06 107 1.284168e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do IPVA,MLP,1.3064062595367432,"95 -323334.696873 96 -44442.936546 97 -73615.607648 98 25435.033845 99 56281.986919 100 879114.771227 101 -193171.127703 102 -63873.577069 103 -14846.307405 104 28097.975496 105 49374.637263 106 -20957.440067 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,IPTU,SES,1.4319231510162354,"84 258490.390625 85 205081.203125 86 105522.523438 87 107809.968750 88 105659.976562 89 109276.570312 90 123530.679688 91 116708.617188 92 97565.703125 93 97565.703125 94 98971.656250 95 98971.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,ISS,Prophet,1.4824469089508057,"84 704463.5000 85 759335.2500 86 895026.3125 87 895026.3125 88 894212.8750 89 895026.3125 90 894212.8750 91 759335.2500 92 704463.5000 93 704463.5000 94 704463.5000 95 704463.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,ITBI,XGBoost,2.4711031913757324,"84 153860.828125 85 361766.156250 86 141427.750000 87 165829.484375 88 201583.125000 89 180617.703125 90 294361.062500 91 307700.968750 92 226527.843750 93 330364.406250 94 300138.000000 95 242488.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do ICMS,MLP,1.435964822769165,"82 2.383825e+06 83 2.371653e+06 84 2.428644e+06 85 2.517134e+06 86 2.590213e+06 87 2.571756e+06 88 2.630022e+06 89 2.677962e+06 90 2.723445e+06 91 2.744168e+06 92 2.755428e+06 93 2.764678e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do IPVA,XGBoost,1.164302110671997,"67 129599.859375 68 99235.859375 69 92343.648438 70 92809.695312 71 82491.242188 72 437596.218750 73 356158.468750 74 169800.375000 75 140947.781250 76 185699.562500 77 226528.859375 78 352682.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,IPTU,SARIMAX,1.2726190090179443,"91 12788.728516 92 23828.435547 93 6537.581055 94 6505.353516 95 7138.049316 96 6468.523926 97 8141.956543 98 26873.730469 99 10013.293945 100 8942.592773 101 15619.875977 102 14719.762695 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,ISS,SARIMAX,2.893483877182007,"96 16364.783203 97 17083.671875 98 23177.585938 99 17022.589844 100 17200.720703 101 30459.271484 102 17194.660156 103 17194.660156 104 23177.585938 105 17194.660156 106 17194.660156 107 30459.271484 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,ITBI,SARIMAX,1.7092275619506836,"96 15863.550781 97 30211.794922 98 9975.942383 99 12696.061523 100 4994.489746 101 9411.003906 102 12253.041016 103 10881.660156 104 19206.511719 105 14847.228516 106 17776.322266 107 28233.740234 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,Cota-Parte do ICMS,MLP,1.0670406818389893,"96 449251.845194 97 437658.575648 98 448159.355727 99 459649.713567 100 463661.394984 101 458283.750741 102 463609.831312 103 468427.227630 104 474013.227936 105 475749.955581 106 477172.119124 107 478381.317126 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,Cota-Parte do IPVA,SARIMAX,1.5572872161865234,"93 34523.945312 94 35747.937500 95 35509.675781 96 35491.261719 97 24520.371094 98 110663.875000 99 103782.414062 100 100892.835938 101 101885.312500 102 101885.312500 103 69001.390625 104 104863.617188 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,IPTU,XGBoost,3.1431596279144287,"92 5712.501953 93 6494.873535 94 6105.059082 95 5712.501953 96 5061.122070 97 1228.583130 98 1592.826416 99 1592.826416 100 1657.323242 101 2338.072998 102 3171.626953 103 3210.623291 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,ISS,SARIMAX,2.0138251781463623,"96 6843.653809 97 5137.817383 98 6845.617676 99 5623.023926 100 16501.142578 101 13298.924805 102 13314.569336 103 12978.100586 104 13314.569336 105 13345.305664 106 13298.924805 107 13298.924805 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,ITBI,HWES,1.7458350658416748,"96 5032.716309 97 9282.902344 98 6704.381836 99 9205.239258 100 8375.197266 101 7374.698730 102 6630.038574 103 3360.976074 104 7242.194824 105 7307.403809 106 6465.764648 107 7758.801758 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do ICMS,MLP,1.046248435974121,"96 309353.591185 97 307848.918392 98 312801.258770 99 319028.004841 100 327671.340888 101 322452.697025 102 327056.183517 103 330680.382209 104 333540.927531 105 335424.642538 106 335843.720466 107 338468.030655 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do IPVA,MLP,2.095120668411255,"95 -5689.972211 96 -7908.197681 97 3858.092614 98 -6422.353686 99 -1316.579231 100 38653.770248 101 -5551.062211 102 -4230.615023 103 3349.748687 104 -1880.229883 105 1534.986674 106 7618.074645 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,IPTU,MLP,3.7278823852539062,"86 2657.134424 87 2906.179122 88 -2268.347566 89 706.879531 90 7110.137502 91 3320.438046 92 3777.029880 93 3117.092462 94 2150.418356 95 4395.235321 96 4815.703250 97 5089.465953 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,ISS,XGBoost,3.596651315689087,"92 54484.808594 93 54484.808594 94 54504.839844 95 54484.808594 96 54504.839844 97 54478.843750 98 54478.843750 99 54478.843750 100 54478.843750 101 54478.843750 102 54478.843750 103 54478.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,ITBI,XGBoost,1.1734604835510254,"90 6835.138184 91 7165.991211 92 6996.666504 93 6865.050781 94 2811.674316 95 5102.424316 96 1930.825562 97 5718.953613 98 5737.808594 99 4514.576660 100 4534.116211 101 2370.317627 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do ICMS,MLP,1.1699154376983643,"92 431237.229719 93 428540.372787 94 435327.878231 95 440211.023829 96 454516.578582 97 437904.137131 98 445037.749954 99 449504.046912 100 450535.977134 101 451600.087102 102 448787.804276 103 456138.451138 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do IPVA,AR,1.537458896636963,"91 20404.189453 92 22646.193359 93 13155.030273 94 25227.177734 95 16761.027344 96 57814.394531 97 33020.187500 98 51991.402344 99 19153.873047 100 46081.996094 101 19370.853516 102 44451.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,IPTU,SARIMAX,0.9511315822601318,"73 59226.011719 74 57717.875000 75 79832.898438 76 45976.175781 77 45976.175781 78 45886.289062 79 140007.109375 80 122143.546875 81 122150.351562 82 45886.289062 83 45886.289062 84 45886.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,ISS,XGBoost,1.5600318908691406,"96 56228.968750 97 51556.226562 98 50283.683594 99 54482.957031 100 51394.035156 101 54852.515625 102 49881.109375 103 53318.468750 104 54717.878906 105 49789.410156 106 53318.468750 107 49881.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,ITBI,XGBoost,2.3924849033355713,"94 40074.867188 95 39734.894531 96 41023.640625 97 42339.050781 98 66709.601562 99 45138.925781 100 97298.343750 101 73935.617188 102 62392.804688 103 46174.652344 104 66024.445312 105 78160.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do ICMS,MLP,1.411247730255127,"96 1.107117e+06 97 1.107742e+06 98 1.124355e+06 99 1.142001e+06 100 1.178057e+06 101 1.154855e+06 102 1.171670e+06 103 1.184431e+06 104 1.191692e+06 105 1.196095e+06 106 1.192049e+06 107 1.205283e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do IPVA,XGBoost,1.3233816623687744,"96 93823.757812 97 44725.316406 98 48314.710938 99 50299.675781 100 46220.324219 101 274792.625000 102 119969.351562 103 49630.750000 104 69171.562500 105 62297.164062 106 67587.250000 107 287404.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,IPTU,SARIMAX,1.8949143886566162,"84 14265.582031 85 22072.773438 86 24215.181641 87 24784.353516 88 17700.009766 89 19174.875000 90 21800.175781 91 16316.843750 92 17176.376953 93 17183.779297 94 17184.236328 95 15360.331055 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,ISS,MLP,1.1727051734924316,"84 55433.229393 85 31760.687581 86 5358.008268 87 39560.259426 88 28119.816325 89 27863.492651 90 8219.142526 91 13678.078906 92 31712.440800 93 18127.305556 94 20791.542566 95 20482.756675 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,ITBI,MLP,1.2662568092346191,"84 44139.424144 85 56703.746578 86 60866.502747 87 59467.348450 88 63700.622215 89 58189.561282 90 64725.904368 91 66231.220105 92 66284.011873 93 67059.971394 94 67544.091267 95 69511.884758 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,Cota-Parte do ICMS,MLP,1.3294658660888672,"84 626129.894200 85 634102.955422 86 657025.374829 87 689040.493473 88 683185.660900 89 688537.017815 90 666214.458767 91 699004.374480 92 721640.875787 93 720045.431380 94 716746.444493 95 722164.310143 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,Cota-Parte do IPVA,SARIMAX,1.0650019645690918,"84 36117.132812 85 34577.832031 86 35216.789062 87 36361.695312 88 33953.125000 89 141971.640625 90 52502.992188 91 52502.992188 92 52502.992188 93 52502.992188 94 52502.992188 95 132599.406250 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,IPTU,XGBoost,1.2803168296813965,"83 296721.03125 84 406965.21875 85 297056.00000 86 296823.06250 87 297056.00000 88 296823.06250 89 397615.68750 90 406965.21875 91 397615.68750 92 397615.68750 93 397615.68750 94 397615.68750 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,ISS,Prophet,1.153386116027832,"96 160324.359375 97 148202.953125 98 160476.375000 99 160357.156250 100 160490.671875 101 160490.671875 102 160476.375000 103 160490.671875 104 160357.156250 105 160357.156250 106 160357.156250 107 160357.156250 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,ITBI,MLP,1.8975071907043457,"96 40270.236415 97 60168.335882 98 69461.719501 99 73044.577288 100 99886.719688 101 75807.436058 102 98150.110568 103 104594.434751 104 106942.654279 105 106861.090310 106 103694.670514 107 93028.805686 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do ICMS,MLP,1.2192678451538086,"96 284481.749926 97 280965.908012 98 283825.163924 99 297486.125089 100 294468.471593 101 295736.763153 102 299091.014952 103 301767.959975 104 305663.499033 105 308299.133377 106 306916.654561 107 307825.328338 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do IPVA,MLP,1.200556993484497,"96 -4546.020116 97 44063.469302 98 42051.233154 99 38029.851162 100 45669.035139 101 202688.234910 102 56761.534753 103 93556.980867 104 101868.107346 105 113798.730434 106 131780.080489 107 160745.699377 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,IPTU,MLP,1.866539478302002,"84 60361.378758 85 68613.862014 86 110873.370087 87 69625.064962 88 69564.112864 89 73322.988667 90 104184.204552 91 115214.855958 92 113659.978534 93 124268.259047 94 140641.207829 95 158006.152792 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,ISS,SARIMAX,2.3222579956054688,"88 22103.712891 89 16814.968750 90 16882.951172 91 16824.212891 92 22317.916016 93 22305.570312 94 22304.250000 95 22263.710938 96 22317.916016 97 22317.916016 98 22304.250000 99 22304.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,ITBI,SARIMAX,1.0938069820404053,"86 32154.625000 87 30468.761719 88 25269.146484 89 38103.699219 90 24311.457031 91 31886.134766 92 31886.134766 93 38367.980469 94 26852.369141 95 37375.695312 96 27066.330078 97 40809.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do ICMS,MLP,1.1608362197875977,"88 412902.959306 89 407270.953777 90 417965.101326 91 432697.507409 92 446534.158972 93 438015.741590 94 447187.315236 95 455372.229817 96 461224.903815 97 463199.905456 98 462843.826054 99 465329.396045 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do IPVA,SARIMAX,1.7150838375091553,"87 13938.471680 88 18881.021484 89 11004.313477 90 16651.869141 91 10226.682617 92 89777.625000 93 49636.425781 94 44403.925781 95 42956.140625 96 42956.140625 97 35602.062500 98 59875.667969 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,IPTU,SES,2.7351982593536377,"96 171707.093750 97 33214.398438 98 121853.695312 99 128997.234375 100 246540.796875 101 196473.703125 102 244489.578125 103 244489.578125 104 244489.578125 105 244489.578125 106 244489.578125 107 244489.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,ISS,MLP,1.9610302448272705,"96 25802.633979 97 28133.420709 98 25664.176290 99 22807.558728 100 26936.956341 101 25114.285007 102 26653.595313 103 24603.094517 104 26363.275631 105 29209.368838 106 26272.938312 107 27997.558389 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,ITBI,AR,1.8774769306182861,"94 3764.140869 95 5070.760742 96 8467.864258 97 3935.425781 98 5598.885254 99 8447.202148 100 3544.579346 101 5027.673828 102 3341.698975 103 3769.612549 104 3035.206543 105 8475.788086 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Cota-Parte do ICMS,MLP,1.1733908653259277,"96 354401.268618 97 346211.375042 98 348567.851038 99 362336.085495 100 363570.798566 101 365596.413914 102 369275.912365 103 373027.122266 104 379908.639603 105 384433.711329 106 387572.531439 107 384509.002063 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Cota-Parte do IPVA,SARIMAX,1.373744249343872,"95 24113.744141 96 24036.708984 97 21566.492188 98 21007.673828 99 21566.492188 100 153732.000000 101 25250.962891 102 25250.962891 103 40915.234375 104 40915.234375 105 40915.234375 106 140929.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,IPTU,XGBoost,1.2758817672729492,"77 10816.363281 78 10880.499023 79 691.026184 80 126.150620 81 268.006256 82 10846.984375 83 1270.762451 84 11031.156250 85 11357.603516 86 1211.513184 87 1186.974976 88 1684.452026 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,ISS,HWES,2.0008678436279297,"92 34252.234375 93 31133.738281 94 38700.292969 95 38827.570312 96 38827.570312 97 38827.570312 98 38827.570312 99 36099.656250 100 36099.656250 101 38827.570312 102 36099.656250 103 36099.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,ITBI,XGBoost,1.8465890884399414,"87 34632.242188 88 34653.601562 89 34653.601562 90 34653.601562 91 37205.378906 92 37195.589844 93 36575.121094 94 36604.527344 95 36604.527344 96 36575.121094 97 36584.910156 98 36584.910156 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,Cota-Parte do ICMS,Prophet,1.4659273624420166,"92 354636.43750 93 362241.21875 94 342728.12500 95 371983.31250 96 331776.37500 97 375821.12500 98 338750.96875 99 335372.46875 100 354885.56250 101 354611.78125 102 354885.56250 103 357689.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,Cota-Parte do IPVA,MLP,2.260153293609619,"91 10529.981697 92 61279.886612 93 26340.526150 94 18748.637960 95 26957.575429 96 82851.201011 97 43293.089149 98 45413.903142 99 54663.043293 100 56353.805212 101 64180.866320 102 54790.928315 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,IPTU,SES,2.1524665355682373,"87 14589.055664 88 16661.025391 89 17081.486328 90 21796.972656 91 19647.453125 92 37430.914062 93 18868.337891 94 21506.728516 95 21506.728516 96 31634.259766 97 31219.724609 98 32308.626953 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,ISS,XGBoost,1.8937416076660156,"88 408012.71875 89 408172.31250 90 410391.84375 91 408153.00000 92 408153.00000 93 410395.28125 94 408049.65625 95 408049.65625 96 410395.28125 97 410395.28125 98 410395.28125 99 410395.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,ITBI,XGBoost,1.0970218181610107,"88 33212.960938 89 36932.566406 90 41418.050781 91 33270.753906 92 71547.242188 93 38493.835938 94 38493.835938 95 38493.835938 96 18116.587891 97 18116.587891 98 38493.835938 99 177203.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do ICMS,Prophet,1.0520803928375244,"88 9.362552e+05 89 9.011266e+05 90 9.081274e+05 91 9.067950e+05 92 9.067950e+05 93 1.101737e+06 94 9.094036e+05 95 9.094036e+05 96 9.094036e+05 97 1.073002e+06 98 1.073002e+06 99 9.094036e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do IPVA,XGBoost,1.3554823398590088,"88 54320.722656 89 48599.863281 90 48262.074219 91 48464.058594 92 48576.277344 93 181601.734375 94 66665.390625 95 54149.550781 96 53920.136719 97 55733.335938 98 55759.667969 99 156592.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,IPTU,SARIMAX,0.9761166572570801,"91 66401.179688 92 79252.218750 93 72267.875000 94 21302.919922 95 20873.943359 96 66803.265625 97 56257.667969 98 47636.390625 99 61729.273438 100 54377.167969 101 54377.167969 102 54744.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,ISS,XGBoost,1.5940985679626465,"96 101997.750000 97 93366.750000 98 92676.140625 99 93730.546875 100 92620.234375 101 92620.234375 102 92882.289062 103 92620.234375 104 92639.554688 105 92892.578125 106 92892.578125 107 92892.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,ITBI,SARIMAX,1.1828155517578125,"86 54828.777344 87 108702.328125 88 180352.078125 89 111097.937500 90 110083.835938 91 183174.125000 92 175100.828125 93 180220.296875 94 315410.062500 95 180297.828125 96 179900.062500 97 315410.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,Cota-Parte do ICMS,MLP,2.09492564201355,"96 859423.059125 97 859105.570906 98 878895.106014 99 895490.137913 100 928282.479943 101 907100.402775 102 922905.441886 103 934214.980653 104 939711.697726 105 943663.262287 106 940454.141081 107 951339.539595 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,Cota-Parte do IPVA,XGBoost,1.9670133590698242,"96 88049.679688 97 79106.531250 98 79980.515625 99 79980.515625 100 73455.648438 101 263954.250000 102 214607.593750 103 194570.562500 104 178231.421875 105 178231.421875 106 194572.296875 107 263954.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,IPTU,Prophet,1.681680679321289,"87 235414.500000 88 235414.500000 89 235414.500000 90 235414.500000 91 235334.406250 92 235483.140625 93 235436.218750 94 235436.218750 95 235436.218750 96 235436.218750 97 235414.500000 98 235414.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,ISS,SES,1.6112334728240967,"96 27814.533203 97 26092.998047 98 29255.017578 99 26461.732422 100 27356.908203 101 29112.693359 102 28583.636719 103 28766.232422 104 29280.490234 105 29347.171875 106 27595.900391 107 25877.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,ITBI,SES,1.1417236328125,"95 70057.679688 96 53767.671875 97 31090.982422 98 69748.937500 99 55530.937500 100 126566.093750 101 115993.781250 102 102095.125000 103 56881.832031 104 115512.593750 105 105967.015625 106 125691.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do ICMS,MLP,1.1923670768737793,"96 9.971854e+05 97 9.883263e+05 98 1.005260e+06 99 1.038002e+06 100 1.056638e+06 101 1.070118e+06 102 1.079976e+06 103 1.090785e+06 104 1.105389e+06 105 1.112368e+06 106 1.118203e+06 107 1.109412e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do IPVA,XGBoost,1.925389051437378,"96 50895.730469 97 19493.748047 98 14388.086914 99 13751.612305 100 12035.286133 101 197839.562500 102 54175.101562 103 21511.376953 104 12903.473633 105 12903.473633 106 13834.418945 107 257335.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,IPTU,XGBoost,1.0944347381591797,"67 19461.664062 68 12209.086914 69 12209.086914 70 12645.777344 71 12717.342773 72 12747.513672 73 7216.479004 74 7779.443359 75 7927.401855 76 7927.401855 77 4910.981445 78 4870.729980 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,ISS,XGBoost,1.4965453147888184,"72 23672.162109 73 25749.212891 74 35759.625000 75 23065.212891 76 23065.212891 77 35765.234375 78 25093.130859 79 35759.625000 80 35765.234375 81 35759.625000 82 35759.625000 83 35765.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,ITBI,SARIMAX,1.9304039478302002,"71 19815.097656 72 19414.943359 73 13435.911133 74 12261.354492 75 9817.421875 76 14985.025391 77 16337.330078 78 11032.506836 79 11564.375000 80 11671.658203 81 15482.095703 82 9538.299805 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,Cota-Parte do ICMS,MLP,1.0818886756896973,"72 530635.680590 73 520487.845117 74 521528.073732 75 535588.932315 76 535347.280552 77 546432.006368 78 548710.455740 79 551736.399434 80 560550.026909 81 566557.901702 82 573334.578916 83 567410.557160 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,Cota-Parte do IPVA,XGBoost,2.134185552597046,"72 28603.613281 73 18775.314453 74 19066.882812 75 19668.759766 76 16886.566406 77 182192.734375 78 51751.097656 79 39483.363281 80 58970.781250 81 72347.156250 82 58863.929688 83 147909.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,IPTU,SARIMAX,2.1954803466796875,"83 67151.640625 84 55088.113281 85 63694.242188 86 48050.296875 87 37691.378906 88 83498.820312 89 81250.968750 90 76917.523438 91 81250.968750 92 66902.648438 93 66292.531250 94 75556.429688 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,ISS,MLP,1.0798637866973877,"84 167837.307868 85 162090.717523 86 126835.059031 87 134149.555869 88 173712.905305 89 118525.350789 90 128525.488611 91 134004.898342 92 157242.340021 93 158071.454607 94 131086.421674 95 169910.031852 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,ITBI,SARIMAX,1.1420536041259766,"80 34712.882812 81 34968.593750 82 10386.435547 83 11604.650391 84 35056.742188 85 34530.859375 86 34647.703125 87 34647.703125 88 9457.744141 89 8822.568359 90 34647.703125 91 31183.677734 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do ICMS,MLP,1.273695707321167,"96 524139.910411 97 513239.793379 98 515128.299812 99 529159.677439 100 527853.248425 101 539574.374110 102 541900.450155 103 544461.547406 104 552500.832790 105 556792.958545 106 562077.766843 107 555076.089536 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do IPVA,XGBoost,1.943826675415039,"96 73724.367188 97 72112.945312 98 60776.121094 99 59841.328125 100 50376.992188 101 252921.718750 102 74632.812500 103 86597.742188 104 94692.406250 105 99696.226562 106 99752.710938 107 200741.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,IPTU,Prophet,1.2017011642456055,"93 128966.703125 94 57766.960938 95 76498.437500 96 76633.242188 97 76233.453125 98 77015.679688 99 50647.402344 100 140785.718750 101 140785.718750 102 167945.453125 103 140785.718750 104 140785.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,ISS,HWES,1.1265852451324463,"96 44356.007812 97 44059.000000 98 57235.910156 99 57252.589844 100 57043.144531 101 46786.468750 102 67069.546875 103 45896.476562 104 54867.523438 105 48457.187500 106 57252.589844 107 53982.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,ITBI,XGBoost,1.8172810077667236,"94 15614.339844 95 13391.778320 96 10165.599609 97 16323.440430 98 21522.697266 99 24842.763672 100 20213.007812 101 23899.513672 102 20716.392578 103 19781.044922 104 19769.037109 105 19769.037109 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,Cota-Parte do ICMS,MLP,1.3659021854400635,"96 817155.414326 97 796570.206159 98 804619.696277 99 823192.048271 100 837085.134491 101 810068.557718 102 820990.290702 103 828652.965682 104 836338.934635 105 837341.406602 106 835703.078259 107 837164.239794 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,Cota-Parte do IPVA,AR,2.28229022026062,"96 50058.285156 97 48195.738281 98 48195.738281 99 48474.781250 100 48195.738281 101 238603.781250 102 77231.437500 103 72964.945312 104 72964.945312 105 72964.945312 106 69290.515625 107 215291.265625 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,IPTU,AR,2.60536527633667,"60 4353.285645 61 4314.876953 62 4396.091309 63 8816.584961 64 2616.830078 65 1876.460938 66 2414.505371 67 4624.183105 68 4504.917480 69 10774.519531 70 1870.290405 71 1951.504761 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,ISS,SARIMAX,2.3437917232513428,"60 8237.427734 61 8643.618164 62 6726.042480 63 6745.881348 64 6771.430176 65 6758.081055 66 7281.930176 67 7113.200195 68 8293.791992 69 8294.416016 70 6758.081055 71 6758.706055 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,ITBI,XGBoost,1.8786628246307373,"60 14400.356445 61 47178.968750 62 47178.968750 63 18865.666016 64 25349.546875 65 18566.812500 66 33244.453125 67 42767.699219 68 42767.699219 69 33244.453125 70 42515.578125 71 18557.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do ICMS,MLP,1.0484988689422607,"60 296833.313575 61 300821.251996 62 321364.538775 63 339483.220243 64 360108.360825 65 405745.519469 66 398954.638955 67 432650.284745 68 465245.536752 69 495663.992214 70 544800.841607 71 572525.304865 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do IPVA,SARIMAX,1.0550928115844727,"60 4266.718262 61 2295.131836 62 2893.714600 63 2536.369385 64 2286.547852 65 32762.593750 66 5053.471191 67 6574.398926 68 7041.631348 69 6574.398926 70 6574.398926 71 30907.443359 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,IPTU,MLP,1.1592466831207275,"89 8.621798e+05 90 -2.478887e+06 91 -1.069791e+06 92 -1.400791e+06 93 -2.085467e+06 94 -2.836625e+06 95 -4.884616e+06 96 -3.064237e+06 97 -5.006505e+06 98 -6.143221e+06 99 -7.183376e+06 100 -8.259462e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,ISS,HWES,1.666576862335205,"96 94282.164062 97 93381.671875 98 95962.992188 99 110985.039062 100 125424.234375 101 106276.242188 102 101714.890625 103 101714.890625 104 79873.687500 105 104205.257812 106 110544.968750 107 125542.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,ITBI,XGBoost,2.0134661197662354,"90 19664.736328 91 21327.621094 92 39113.996094 93 15258.945312 94 20799.759766 95 17584.697266 96 21368.933594 97 25397.728516 98 74621.781250 99 25200.578125 100 35880.937500 101 23695.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do ICMS,SES,1.8621134757995605,"96 1372461.875 97 1371747.625 98 1375958.625 99 1375958.625 100 1375958.625 101 1325048.500 102 1329259.750 103 1329259.750 104 1316969.750 105 1323435.375 106 1323435.375 107 1329259.750 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do IPVA,SARIMAX,1.280418872833252,"96 110488.570312 97 106520.867188 98 106643.445312 99 65387.343750 100 61875.437500 101 325836.812500 102 172469.234375 103 175859.250000 104 175859.250000 105 124782.820312 106 124782.820312 107 325574.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,IPTU,AR,1.7376394271850586,"96 3035879.50 97 5277319.50 98 2954289.25 99 6288711.50 100 2975700.75 101 5883557.50 102 3197126.75 103 6298495.50 104 2902107.25 105 5139884.00 106 2885375.75 107 6151766.00 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,ISS,SARIMAX,1.494844913482666,"96 1226789.000 97 1207888.750 98 1227689.375 99 1243028.125 100 1237247.875 101 1221909.250 102 1221909.250 103 1221909.250 104 1221909.250 105 1237247.875 106 1239866.875 107 1224528.125 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,ITBI,XGBoost,1.0962059497833252,"96 2757443.25 97 2772306.75 98 2669692.25 99 2750661.00 100 2586652.25 101 2451319.00 102 2403523.00 103 2581624.75 104 2740903.75 105 2742193.50 106 2740308.00 107 2669767.00 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do ICMS,XGBoost,1.124891757965088,"96 1381915.875 97 1455302.000 98 1455302.000 99 1449640.125 100 1458477.000 101 1593358.125 102 1447595.500 103 1447595.500 104 1451495.375 105 1375029.500 106 1375708.875 107 1534054.125 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do IPVA,XGBoost,1.093843936920166,"96 7.675382e+05 97 4.206228e+05 98 3.502698e+05 99 3.068038e+05 100 2.761731e+05 101 1.849166e+06 102 9.239577e+05 103 3.446162e+05 104 3.597762e+05 105 3.597762e+05 106 3.598589e+05 107 1.848726e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,IPTU,HWES,1.3138914108276367,"93 2894.048340 94 3359.929443 95 2825.943115 96 3529.695068 97 2097.322510 98 1893.419189 99 3659.795166 100 1750.722168 101 3353.069580 102 1680.172363 103 1254.880493 104 1280.726196 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,ISS,SARIMAX,1.1179184913635254,"96 45053.648438 97 41100.230469 98 36844.648438 99 39098.406250 100 33920.015625 101 47437.667969 102 32634.357422 103 46411.316406 104 40346.984375 105 34697.683594 106 41100.230469 107 32491.232422 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,ITBI,XGBoost,1.982956886291504,"96 36982.484375 97 21293.796875 98 21379.353516 99 42460.546875 100 19562.919922 101 18027.373047 102 18027.373047 103 17912.837891 104 19928.996094 105 19621.179688 106 33889.082031 107 21292.699219 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Cota-Parte do ICMS,MLP,1.1625020503997803,"96 718085.797902 97 707280.530515 98 714824.124831 99 732390.865044 100 742149.628266 101 742152.809373 102 749701.722202 103 756908.405065 104 766785.172679 105 772384.524837 106 777718.210710 107 776540.064396 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Cota-Parte do IPVA,XGBoost,1.3198497295379639,"96 49719.804688 97 35882.394531 98 33749.722656 99 30660.441406 100 23400.984375 101 187871.218750 102 53116.441406 103 49304.484375 104 50916.039062 105 58642.730469 106 55060.734375 107 151634.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,IPTU,MLP,1.0172698497772217,"91 196228.253750 92 -308919.100257 93 155917.793263 94 170545.611295 95 153945.858725 96 146410.480647 97 195905.214159 98 30887.679122 99 214954.104401 100 219024.142992 101 213157.154958 102 205415.367009 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,ISS,MLP,1.2003881931304932,"96 1.646147e+06 97 1.845174e+06 98 9.826525e+05 99 1.603522e+06 100 1.004486e+06 101 5.647363e+04 102 5.515134e+06 103 5.387651e+06 104 7.160501e+06 105 7.077944e+06 106 8.912668e+06 107 1.213499e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,ITBI,XGBoost,1.0768253803253174,"96 52844.132812 97 69415.429688 98 71493.515625 99 65838.421875 100 76015.375000 101 67861.007812 102 99808.468750 103 112332.429688 104 71656.140625 105 75395.273438 106 63135.773438 107 109459.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Cota-Parte do ICMS,MLP,1.345524787902832,"96 1.210771e+07 97 1.161686e+07 98 1.146341e+07 99 1.175855e+07 100 1.137138e+07 101 1.189425e+07 102 1.178481e+07 103 1.169029e+07 104 1.184319e+07 105 1.189509e+07 106 1.195864e+07 107 1.155003e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Cota-Parte do IPVA,XGBoost,1.457754373550415,"96 276901.687500 97 151277.468750 98 101493.585938 99 83371.679688 100 50842.503906 101 604336.062500 102 192739.078125 103 938310.312500 104 232421.609375 105 317781.718750 106 245774.062500 107 675800.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,IPTU,SARIMAX,2.406552791595459,"83 92702.359375 84 84447.617188 85 67816.367188 86 84688.828125 87 67382.390625 88 67382.390625 89 74031.000000 90 74031.000000 91 67396.359375 92 74031.000000 93 67396.359375 94 67396.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,ISS,MLP,1.0271029472351074,"84 70515.162342 85 74076.193407 86 83137.962961 87 77443.973213 88 71665.687921 89 49495.403372 90 62979.993251 91 56264.404433 92 48625.143562 93 47336.353720 94 47242.566985 95 61692.463448 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,ITBI,MLP,1.1262259483337402,"84 99350.811141 85 126457.093011 86 173265.173358 87 216414.294118 88 225061.767240 89 187747.768557 90 191255.371200 91 185375.878335 92 153723.166581 93 97616.594284 94 36420.173585 95 -2363.197501 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do ICMS,MLP,1.0330052375793457,"84 1.008162e+06 85 1.004144e+06 86 1.019723e+06 87 1.037375e+06 88 1.066328e+06 89 1.050016e+06 90 1.063479e+06 91 1.074523e+06 92 1.082077e+06 93 1.087046e+06 94 1.086628e+06 95 1.095254e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do IPVA,XGBoost,1.178157091140747,"84 69314.000000 85 51199.929688 86 46990.832031 87 48344.324219 88 43496.421875 89 228041.765625 90 85728.710938 91 53009.007812 92 76045.875000 93 81628.851562 94 81628.851562 95 228041.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,IPTU,MLP,1.698141098022461,"87 27091.655909 88 19850.748199 89 -4953.512445 90 25499.299293 91 29843.058100 92 30800.572996 93 38198.072854 94 36343.809146 95 32664.883861 96 44199.894506 97 46621.809952 98 48962.362961 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,ISS,MLP,1.5966949462890625,"92 50176.372491 93 53011.756620 94 55582.821683 95 54885.084362 96 59132.222589 97 53355.188017 98 53536.060601 99 51714.455610 100 52652.876141 101 49149.850102 102 49830.217115 103 44015.247535 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,ITBI,XGBoost,1.623936414718628,"92 24281.105469 93 67968.250000 94 67051.468750 95 71412.937500 96 70973.289062 97 73253.906250 98 73253.906250 99 74265.218750 100 74265.218750 101 74265.218750 102 74665.359375 103 74265.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do ICMS,MLP,1.7872130870819092,"92 728936.462382 93 712645.861986 94 719012.452102 95 741993.409174 96 743541.843764 97 778771.111079 98 758960.273886 99 765314.561045 100 777921.178331 101 783839.800417 102 792344.563322 103 775939.322317 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do IPVA,XGBoost,1.9110143184661865,"92 28340.140625 93 33602.234375 94 19426.509766 95 18420.458984 96 15047.551758 97 184969.953125 98 48945.347656 99 51309.164062 100 40992.480469 101 38665.792969 102 36926.937500 103 156933.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,IPTU,HWES,1.0812404155731201,"72 1881571.375 73 1724751.875 74 1713438.375 75 1476331.875 76 1496671.000 77 1533804.125 78 2112407.750 79 1717174.375 80 1717174.375 81 2234988.750 82 1972552.375 83 1647144.000 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,ISS,SARIMAX,1.0606446266174316,"72 2650323.25 73 2650323.25 74 2650323.25 75 2649125.75 76 2649778.50 77 2649778.50 78 2649125.75 79 2649125.75 80 2649125.75 81 2649125.75 82 2649125.75 83 2649125.75 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,ITBI,XGBoost,1.0644142627716064,"72 734067.0000 73 676554.1875 74 876203.6875 75 876213.0625 76 854935.3125 77 854731.5000 78 854731.5000 79 707149.0000 80 854731.5000 81 854731.5000 82 854731.5000 83 703782.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do ICMS,XGBoost,1.5131540298461914,"72 5472953.0 73 6217776.0 74 4808632.0 75 6139367.5 76 5793324.0 77 6055761.0 78 6202833.5 79 4988479.0 80 5973601.5 81 4839519.5 82 4887732.5 83 4892486.0 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do IPVA,XGBoost,3.280787944793701,"72 2766856.5 73 2745565.0 74 2673995.5 75 2673995.5 76 2673995.5 77 5568038.5 78 5568038.5 79 4805432.5 80 4491654.5 81 4491654.5 82 4491654.5 83 5568038.5 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,IPTU,HWES,1.8708527088165283,"92 66953.218750 93 78451.429688 94 78451.429688 95 99774.695312 96 69995.273438 97 75586.953125 98 77669.085938 99 63706.949219 100 64386.582031 101 72842.453125 102 70223.781250 103 77938.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,ISS,SARIMAX,1.1533737182617188,"92 315784.00000 93 312126.40625 94 320864.59375 95 342600.34375 96 337938.34375 97 310277.68750 98 338349.21875 99 330144.87500 100 337072.96875 101 325586.46875 102 340529.21875 103 330144.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,ITBI,XGBoost,1.1026453971862793,"90 301775.625000 91 244463.734375 92 240942.765625 93 167776.562500 94 131520.250000 95 198791.937500 96 199552.421875 97 180549.765625 98 231646.703125 99 213296.234375 100 195837.453125 101 243333.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do ICMS,MLP,1.218705415725708,"90 3.215515e+06 91 3.215101e+06 92 3.306780e+06 93 3.393683e+06 94 3.658400e+06 95 3.408409e+06 96 3.531893e+06 97 3.587706e+06 98 3.613106e+06 99 3.626455e+06 100 3.551803e+06 101 3.641062e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do IPVA,MLP,2.565310001373291,"89 114899.290951 90 297263.324863 91 317637.688988 92 251740.067690 93 338725.120865 94 778636.542894 95 436227.810361 96 557333.846105 97 640918.131826 98 681813.074096 99 765303.167039 100 467206.884679 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,IPTU,AR,2.220024824142456,"88 17471.308594 89 11943.650391 90 17845.820312 91 73509.281250 92 77216.789062 93 111215.695312 94 111215.695312 95 111215.695312 96 111215.695312 97 111215.695312 98 111215.695312 99 111215.695312 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,ISS,SARIMAX,1.8877596855163574,"96 51533.648438 97 52122.941406 98 50728.386719 99 52215.542969 100 50865.464844 101 51508.660156 102 52799.796875 103 52099.726562 104 52799.796875 105 52099.726562 106 52099.726562 107 50865.464844 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,ITBI,XGBoost,1.4046580791473389,"92 49793.132812 93 57156.652344 94 50596.582031 95 50171.144531 96 65028.539062 97 49704.039062 98 49588.046875 99 49704.039062 100 49704.039062 101 66699.367188 102 46989.062500 103 49588.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do ICMS,MLP,1.175112247467041,"96 686871.645452 97 680991.780523 98 693039.414226 99 715046.205528 100 730412.644594 101 737398.319734 102 745132.022690 103 753409.823034 104 763491.369378 105 768371.624590 106 771538.034892 107 767066.493678 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do IPVA,SARIMAX,1.312577724456787,"94 48771.617188 95 48052.496094 96 46850.144531 97 46850.144531 98 43993.707031 99 230073.062500 100 63404.187500 101 63404.187500 102 70033.687500 103 96633.445312 104 92326.429688 105 151897.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,IPTU,HWES,1.1089668273925781,"95 133826.937500 96 123652.625000 97 126341.265625 98 113048.414062 99 310741.812500 100 205795.484375 101 202297.484375 102 204498.281250 103 211188.484375 104 203894.125000 105 211080.250000 106 211080.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,ISS,MLP,1.1050593852996826,"96 80994.051532 97 82540.100473 98 82053.741871 99 83066.014285 100 83899.047862 101 85000.195061 102 86004.422871 103 87130.003367 104 87408.083170 105 89074.931038 106 90279.137071 107 90544.488456 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,ITBI,XGBoost,1.4641931056976318,"93 18159.490234 94 24664.332031 95 21463.048828 96 24664.332031 97 31066.720703 98 43923.914062 99 32058.234375 100 33497.367188 101 41166.894531 102 29667.250000 103 26385.724609 104 25808.095703 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,Cota-Parte do ICMS,MLP,1.1108813285827637,"96 600703.208460 97 593688.021641 98 605309.287517 99 613979.677204 100 628177.307851 101 615234.874196 102 624562.753244 103 631252.872143 104 635701.230643 105 638818.343661 106 638998.644380 107 642984.194204 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,Cota-Parte do IPVA,MLP,1.5588386058807373,"96 -3806.354382 97 27948.019276 98 -61373.569086 99 -37621.985954 100 -16168.663915 101 129863.296383 102 -25122.556474 103 -13771.249952 104 -58925.195887 105 -42435.637353 106 -30424.311234 107 -42639.840999 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,IPTU,XGBoost,1.8503057956695557,"67 21738.863281 68 21738.863281 69 16826.470703 70 20240.451172 71 21553.572266 72 12407.205078 73 15831.671875 74 15821.186523 75 4943.978027 76 9831.815430 77 9817.729492 78 6421.445312 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,ISS,XGBoost,3.7373769283294678,"80 47350.292969 81 30122.410156 82 22323.962891 83 19817.324219 84 19798.951172 85 22323.962891 86 19798.951172 87 13438.833008 88 13438.833008 89 31307.609375 90 16263.532227 91 13738.523438 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,ITBI,MLP,1.8180391788482666,"80 10366.640684 81 9359.819963 82 9488.114119 83 9144.835228 84 8020.549423 85 10120.137576 86 6455.642626 87 5572.427629 88 4899.270546 89 3958.607132 90 3364.136334 91 2150.704186 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do ICMS,Prophet,1.1728906631469727,"80 308192.15625 81 313061.71875 82 289970.15625 83 294743.75000 84 289970.15625 85 294886.78125 86 294886.78125 87 294743.75000 88 294743.75000 89 294743.75000 90 289874.15625 91 289970.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do IPVA,SES,1.4243688583374023,"79 45032.136719 80 42877.253906 81 81153.882812 82 81232.406250 83 81232.406250 84 102542.953125 85 81224.273438 86 81224.273438 87 83544.468750 88 81744.453125 89 81699.789062 90 78274.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,IPTU,HWES,1.5248072147369385,"96 31801.369141 97 31692.226562 98 34367.875000 99 31138.394531 100 34373.351562 101 35058.902344 102 35467.089844 103 34781.535156 104 34781.535156 105 40943.546875 106 34973.230469 107 34973.230469 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,ISS,MLP,1.2194979190826416,"96 274452.210425 97 217619.895567 98 200643.018813 99 210980.629177 100 169824.733620 101 35479.768343 102 44226.793076 103 81897.954315 104 79084.668440 105 28948.309966 106 56431.656028 107 242632.633555 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,ITBI,SARIMAX,1.191884994506836,"96 46252.949219 97 39885.472656 98 53357.363281 99 53314.968750 100 53935.503906 101 48020.425781 102 28518.142578 103 48117.582031 104 38526.964844 105 40341.078125 106 36951.917969 107 36430.902344 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Cota-Parte do ICMS,MLP,1.4448180198669434,"96 1.324695e+06 97 1.301221e+06 98 1.312731e+06 99 1.347985e+06 100 1.358117e+06 101 1.361883e+06 102 1.374180e+06 103 1.385025e+06 104 1.404104e+06 105 1.414008e+06 106 1.425651e+06 107 1.415641e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Cota-Parte do IPVA,SARIMAX,1.3157250881195068,"96 3.974242e+05 97 3.752029e+05 98 3.552007e+05 99 3.552007e+05 100 3.552007e+05 101 1.281580e+06 102 8.455362e+05 103 8.455362e+05 104 7.901634e+05 105 7.901634e+05 106 7.901634e+05 107 1.281580e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,IPTU,SES,2.3893046379089355,"92 22255.355469 93 22823.291016 94 20782.812500 95 21732.757812 96 21918.396484 97 21775.048828 98 21930.666016 99 21991.109375 100 22295.582031 101 22274.603516 102 21827.750000 103 21585.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,ISS,Prophet,3.320969581604004,"92 17128.437500 93 13114.533203 94 13527.694336 95 13460.667969 96 12738.308594 97 12646.228516 98 12704.560547 99 15421.641602 100 13615.884766 101 16019.957031 102 15544.414062 103 14397.490234 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,ITBI,MLP,1.5246503353118896,"92 38329.363480 93 32530.802500 94 32828.568813 95 32149.844768 96 28114.188689 97 32615.678874 98 32021.198986 99 29369.469082 100 33235.642401 101 29750.138833 102 31674.972234 103 35477.483588 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do ICMS,MLP,1.189375400543213,"92 450794.193898 93 443020.355088 94 445593.116009 95 456943.709826 96 457449.438780 97 469212.942404 98 467593.434267 99 470990.449332 100 478084.492155 101 482399.783296 102 487475.901490 103 482995.483104 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do IPVA,MLP,1.8181703090667725,"92 15305.751109 93 38213.718029 94 38828.815539 95 32252.423644 96 47595.416532 97 97548.230106 98 56691.333870 99 72647.634912 100 76899.996036 101 82140.886827 102 92593.983513 103 67636.668757 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,IPTU,XGBoost,1.1236443519592285,"96 101856.671875 97 108805.382812 98 86962.898438 99 87108.289062 100 115498.140625 101 326651.562500 102 83285.773438 103 89315.523438 104 142887.812500 105 184592.062500 106 348767.343750 107 309859.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,ISS,XGBoost,1.1434080600738525,"96 506407.5000 97 500965.0625 98 500965.0625 99 500965.0625 100 500965.0625 101 482164.2500 102 482164.2500 103 482164.2500 104 482164.2500 105 482164.2500 106 482164.2500 107 482164.2500 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,ITBI,MLP,1.1002581119537354,"96 37652.913873 97 33324.336468 98 9958.948581 99 -4788.903962 100 -3898.968676 101 1386.717764 102 -12683.503424 103 -15773.549565 104 -22631.410937 105 -16082.805653 106 -9885.121748 107 -10464.476481 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do ICMS,SES,1.4595201015472412,"96 643613.3125 97 649712.6250 98 637170.8125 99 634081.3750 100 646190.5000 101 641796.8125 102 643015.9375 103 619316.5625 104 611767.9375 105 604294.9375 106 612794.9375 107 604294.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do IPVA,MLP,1.6270694732666016,"82 44020.266733 83 104075.787430 84 93687.735960 85 75406.110691 86 99950.118557 87 150730.011700 88 133348.013770 89 154619.944912 90 178979.517468 91 198469.711738 92 219397.686288 93 128231.162463 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,IPTU,XGBoost,2.246485471725464,"61 1427.749878 62 4221.915039 63 191743.578125 64 10504.162109 65 9213.541016 66 12053.353516 67 9411.139648 68 11908.536133 69 191431.953125 70 12769.820312 71 12499.119141 72 17140.330078 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,ISS,XGBoost,2.1163296699523926,"96 29231.144531 97 29056.689453 98 21874.750000 99 22044.414062 100 20753.628906 101 22054.908203 102 19539.837891 103 19848.083984 104 27209.400391 105 27309.726562 106 29238.994141 107 20002.638672 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,ITBI,SES,1.3564021587371826,"96 348458.09375 97 348762.00000 98 348600.65625 99 348762.00000 100 348600.65625 101 348584.90625 102 348615.03125 103 348762.00000 104 348615.03125 105 348762.00000 106 348615.03125 107 348615.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,Cota-Parte do ICMS,MLP,1.1154463291168213,"96 640962.112173 97 631072.176164 98 638988.127925 99 654447.598011 100 669809.586355 101 655855.484869 102 664481.823964 103 671053.387145 104 678449.696810 105 681922.314006 106 683057.863251 107 683807.607690 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,Cota-Parte do IPVA,MLP,1.463658094406128,"96 17168.007932 97 40291.838437 98 30538.705105 99 18786.919302 100 2408.381792 101 220217.128451 102 55363.752935 103 85893.472507 104 90566.366639 105 97213.905312 106 109174.743074 107 150173.550036 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,IPTU,MLP,1.393261194229126,"96 502807.904713 97 569871.784184 98 462093.193279 99 290283.290752 100 474860.731020 101 479409.449357 102 594967.765328 103 603443.278178 104 578731.875740 105 527206.247462 106 626969.459025 107 650474.200098 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,ISS,SARIMAX,1.4878818988800049,"96 489868.03125 97 498252.21875 98 592957.50000 99 592563.50000 100 592957.50000 101 593368.93750 102 592563.50000 103 593109.87500 104 593109.87500 105 593109.87500 106 593109.87500 107 593109.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,ITBI,SARIMAX,1.282785177230835,"96 330332.687500 97 638822.875000 98 320519.968750 99 202149.890625 100 205054.250000 101 369593.937500 102 416602.562500 103 609278.812500 104 387058.593750 105 374551.531250 106 374551.531250 107 383088.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do ICMS,XGBoost,1.3439762592315674,"96 3016091.75 97 3016091.75 98 3058077.50 99 3052616.50 100 3061462.00 101 3266095.50 102 3141130.25 103 3157544.50 104 3164934.50 105 3026866.50 106 3026866.50 107 3109684.00 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do IPVA,SARIMAX,1.9264957904815674,"96 5.510328e+05 97 4.537983e+05 98 4.148908e+05 99 3.955101e+05 100 3.018603e+05 101 1.478347e+06 102 9.521772e+05 103 5.199976e+05 104 1.110476e+06 105 1.132210e+06 106 1.132210e+06 107 1.451824e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,IPTU,SARIMAX,1.1529643535614014,"95 15534.902344 96 14207.206055 97 11899.404297 98 3673.901123 99 3676.444092 100 4094.008789 101 14746.266602 102 14930.701172 103 8103.672852 104 5702.103516 105 5739.991699 106 5576.338379 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,ISS,MLP,1.6801230907440186,"96 18954.436457 97 19704.320921 98 19542.853640 99 19975.064129 100 19999.978596 101 20088.993712 102 20412.785835 103 20300.401204 104 20429.824355 105 19966.664750 106 20131.115291 107 20033.607102 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,ITBI,MLP,1.1143834590911865,"90 44533.036683 91 29365.367954 92 24014.721556 93 10966.375029 94 21970.338365 95 27802.096421 96 18185.484277 97 6119.395476 98 7412.085779 99 6519.039655 100 15120.725549 101 11279.465553 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,Cota-Parte do ICMS,XGBoost,1.4754133224487305,"96 396474.28125 97 407462.93750 98 394537.96875 99 399313.87500 100 389949.50000 101 412224.78125 102 412483.03125 103 413116.06250 104 396136.00000 105 396268.96875 106 396161.00000 107 397438.00000 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,Cota-Parte do IPVA,XGBoost,1.293586254119873,"96 25420.355469 97 38249.039062 98 22263.558594 99 18223.914062 100 14996.232422 101 135616.156250 102 36386.757812 103 71518.093750 104 37010.898438 105 37539.039062 106 33994.164062 107 119733.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,IPTU,HWES,1.1789977550506592,"92 4500.303711 93 2648.344971 94 17754.337891 95 5267.443848 96 4933.874512 97 3408.476074 98 2396.868408 99 2109.860596 100 4763.711426 101 2559.894531 102 2417.786377 103 2146.870605 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,ISS,XGBoost,1.4140734672546387,"96 81599.476562 97 109228.468750 98 66059.296875 99 62946.417969 100 62900.656250 101 76275.734375 102 73445.484375 103 76423.257812 104 77627.789062 105 75566.351562 106 72802.257812 107 71061.945312 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,ITBI,XGBoost,1.9625773429870605,"96 21720.287109 97 24356.865234 98 16447.914062 99 37059.671875 100 14166.718750 101 15173.279297 102 13821.971680 103 9358.489258 104 8080.389160 105 186013.718750 106 37476.746094 107 38736.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,Cota-Parte do ICMS,SARIMAX,1.9346504211425781,"96 601037.8125 97 579764.6875 98 603046.8750 99 686426.2500 100 787450.0625 101 810514.3750 102 787546.3750 103 787546.3750 104 787546.3750 105 787546.3750 106 787460.9375 107 747693.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,Cota-Parte do IPVA,SARIMAX,1.117748498916626,"83 96572.757812 84 96572.757812 85 96283.710938 86 96283.710938 87 96283.710938 88 96283.710938 89 96283.710938 90 96283.710938 91 96283.710938 92 96283.710938 93 96283.710938 94 96283.710938 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,IPTU,SARIMAX,3.911930799484253,"78 19674.748047 79 118794.273438 80 341245.031250 81 17629.140625 82 17733.007812 83 9962.038086 84 12720.862305 85 118984.851562 86 336682.500000 87 12856.716797 88 12586.023438 89 13268.966797 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,ISS,SES,1.5528740882873535,"96 36161.757812 97 35425.371094 98 43940.285156 99 38516.460938 100 39894.175781 101 40858.628906 102 47858.363281 103 40314.144531 104 38516.460938 105 40314.144531 106 44202.148438 107 39894.175781 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,ITBI,XGBoost,1.4011712074279785,"96 52722.128906 97 50651.921875 98 48828.671875 99 49480.378906 100 21499.882812 101 33648.062500 102 39951.191406 103 39912.777344 104 39912.777344 105 39912.777344 106 23882.951172 107 39811.062500 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do ICMS,MLP,1.2026584148406982,"96 614070.324409 97 603837.298771 98 609670.919081 99 622526.113987 100 631462.111617 101 619413.611477 102 626631.899269 103 631474.651682 104 637381.962657 105 640033.544472 106 641954.425301 107 642362.043034 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do IPVA,MLP,1.2823946475982666,"96 -12151.964965 97 46966.510750 98 50355.553528 99 35422.708407 100 63206.658511 101 279714.134743 102 69106.596035 103 124286.706141 104 142392.056807 105 150099.838173 106 189353.848356 107 210075.658179 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,IPTU,HWES,1.180159568786621,"89 106852.453125 90 18449.279297 91 16429.195312 92 17178.652344 93 17816.275391 94 15801.032227 95 79243.460938 96 37756.253906 97 75479.062500 98 60588.082031 99 61124.218750 100 59483.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,ISS,SARIMAX,1.7215800285339355,"96 75546.843750 97 75256.289062 98 51745.414062 99 55695.035156 100 75443.929688 101 75153.375000 102 51745.414062 103 52140.332031 104 75256.289062 105 75153.375000 106 51745.414062 107 52140.332031 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,ITBI,SES,1.198573350906372,"92 11911.459961 93 14134.267578 94 16344.150391 95 14447.610352 96 8720.737305 97 8197.435547 98 13181.970703 99 15928.312500 100 8655.153320 101 8666.939453 102 7447.978027 103 6862.052734 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do ICMS,MLP,1.4202616214752197,"96 547222.715883 97 544453.445001 98 555393.396836 99 568866.849918 100 585870.393310 101 574635.806687 102 585546.622531 103 592673.234889 104 597532.464234 105 598908.803250 106 596463.474862 107 599458.670786 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do IPVA,SARIMAX,1.2944328784942627,"96 80120.625000 97 78841.867188 98 75687.015625 99 76326.000000 100 74032.367188 101 299794.531250 102 162842.468750 103 167376.812500 104 167376.812500 105 167376.812500 106 167376.812500 107 299794.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,IPTU,SES,1.2276279926300049,"85 15450.443359 86 21595.705078 87 11127.156250 88 18402.826172 89 28597.691406 90 35702.613281 91 24011.712891 92 21636.708984 93 20278.550781 94 21111.980469 95 24395.416016 96 25598.855469 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,ISS,XGBoost,2.9041860103607178,"92 16906.992188 93 18266.742188 94 17578.003906 95 10452.281250 96 10452.281250 97 17595.607422 98 10455.510742 99 10455.510742 100 10455.510742 101 17595.607422 102 17595.607422 103 10455.510742 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,ITBI,Prophet,2.739835262298584,"80 17314.134766 81 11584.021484 82 15046.676758 83 15272.089844 84 12917.896484 85 14357.720703 86 15288.146484 87 15273.228516 88 14357.720703 89 14357.720703 90 13311.834961 91 14614.985352 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do ICMS,MLP,1.0621237754821777,"92 353665.507468 93 349604.121986 94 355826.834914 95 367666.110046 96 375820.385121 97 379130.605230 98 384122.379143 99 389420.935672 100 395801.889762 101 399205.927085 102 401744.354694 103 400217.346285 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do IPVA,XGBoost,1.4622571468353271,"92 30720.458984 93 30454.468750 94 30475.597656 95 29253.849609 96 29128.736328 97 35966.078125 98 42457.652344 99 42457.652344 100 35966.078125 101 36101.472656 102 35399.203125 103 13994.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,IPTU,AR,1.4995763301849365,"90 183087.546875 91 119339.296875 92 108075.656250 93 110156.132812 94 103946.539062 95 160180.640625 96 122011.507812 97 157824.187500 98 137094.531250 99 129691.226562 100 166912.406250 101 182711.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,ISS,XGBoost,1.1827125549316406,"92 249775.781250 93 227258.437500 94 228559.171875 95 245701.359375 96 224817.843750 97 247428.453125 98 224337.578125 99 248638.656250 100 248638.656250 101 224334.609375 102 247500.421875 103 247307.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,ITBI,XGBoost,1.1024112701416016,"92 83223.960938 93 67299.054688 94 67957.960938 95 55573.617188 96 51258.328125 97 53774.871094 98 55904.738281 99 43097.472656 100 73301.117188 101 51747.523438 102 68228.656250 103 50221.144531 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,Cota-Parte do ICMS,SES,1.229640245437622,"92 1464898.750 93 1416928.125 94 1413380.000 95 1444355.125 96 1438585.750 97 1466409.250 98 1444355.125 99 1444355.125 100 1444355.125 101 1444355.125 102 1444355.125 103 1457310.500 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,Cota-Parte do IPVA,SARIMAX,2.2548792362213135,"92 298402.343750 93 238960.218750 94 217245.421875 95 335345.312500 96 195871.468750 97 988523.312500 98 288774.656250 99 335980.062500 100 341069.500000 101 501272.312500 102 351852.187500 103 784745.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,IPTU,HWES,1.8276209831237793,"95 36322.339844 96 15809.239258 97 14881.337891 98 14137.443359 99 5018.928711 100 5018.928711 101 5577.397949 102 8375.869141 103 4542.419922 104 5587.641113 105 6358.843750 106 6358.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,ISS,HWES,3.5718634128570557,"96 14837.967773 97 14857.756836 98 15400.866211 99 14822.008789 100 13575.373047 101 13088.780273 102 13677.891602 103 13856.284180 104 14275.882812 105 13586.924805 106 12325.690430 107 11844.916016 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,ITBI,XGBoost,1.4733970165252686,"94 39296.445312 95 17809.078125 96 15881.983398 97 9847.747070 98 14733.523438 99 44242.156250 100 18327.500000 101 5476.874512 102 5352.575195 103 27110.414062 104 10556.632812 105 6088.141113 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do ICMS,MLP,1.1479508876800537,"96 552017.810642 97 550257.579984 98 563461.671447 99 577719.403026 100 597129.349102 101 587014.149460 102 596241.054549 103 603930.954463 104 608175.056335 105 610038.229909 106 608015.019601 107 612536.088071 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do IPVA,SARIMAX,1.7607707977294922,"94 83025.390625 95 76461.171875 96 76485.828125 97 84012.203125 98 96692.351562 99 176135.312500 100 162771.718750 101 169755.203125 102 162771.718750 103 162771.718750 104 150731.828125 105 154397.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,IPTU,HWES,1.67885422706604,"96 47467.839844 97 95792.023438 98 33146.761719 99 41073.718750 100 29871.468750 101 30723.697266 102 28453.050781 103 70862.171875 104 123482.523438 105 25659.287109 106 26605.375000 107 28932.617188 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,ISS,MLP,1.5898551940917969,"96 104285.073161 97 76980.260512 98 88553.199673 99 106646.823065 100 89479.459964 101 94314.466958 102 83568.720825 103 93984.151943 104 84369.870029 105 75617.888461 106 86850.435404 107 79365.306346 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,ITBI,SARIMAX,1.0894551277160645,"94 32895.234375 95 29763.435547 96 30448.083984 97 30714.259766 98 36755.265625 99 27831.730469 100 27239.662109 101 33070.375000 102 25136.892578 103 16668.847656 104 22068.740234 105 -502.979767 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do ICMS,MLP,1.0992019176483154,"96 1.003965e+06 97 9.932798e+05 98 1.006316e+06 99 1.028881e+06 100 1.049409e+06 101 1.039375e+06 102 1.052330e+06 103 1.063116e+06 104 1.074850e+06 105 1.081780e+06 106 1.086314e+06 107 1.088981e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do IPVA,XGBoost,2.5858476161956787,"96 174015.984375 97 156722.921875 98 156984.312500 99 157788.500000 100 151310.656250 101 510823.718750 102 433786.593750 103 388013.625000 104 388013.625000 105 388013.625000 106 389495.906250 107 510823.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,IPTU,MLP,3.8387277126312256,"90 -342.437285 91 -1384.764073 92 -4545.302069 93 -12806.575356 94 -13051.389443 95 -13686.711025 96 -21871.132726 97 -29537.954752 98 -39424.214461 99 -53578.292690 100 -66703.963518 101 -85690.386486 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,ISS,MLP,2.3067984580993652,"96 14705.141839 97 11902.851409 98 12209.111822 99 12519.729237 100 12555.312828 101 9102.622295 102 8803.613803 103 8272.940575 104 7587.353265 105 6468.924958 106 5195.767937 107 4831.313684 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,ITBI,XGBoost,1.5933282375335693,"80 8958.305664 81 4827.442871 82 5238.267578 83 6582.886230 84 3221.734619 85 7551.986816 86 7597.328613 87 7757.360840 88 12070.388672 89 7030.669434 90 9267.694336 91 9179.024414 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do ICMS,MLP,1.1832726001739502,"96 242265.090546 97 235924.953296 98 231990.110981 99 239114.500646 100 236606.073215 101 244079.716921 102 242555.334222 103 242334.139842 104 247132.986946 105 250104.714650 106 253649.598323 107 248712.230300 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do IPVA,MLP,1.9044342041015625,"96 -15388.731238 97 -5343.562575 98 -2427.419347 99 -12750.204280 100 -7859.318321 101 58378.073653 102 -23515.007742 103 -18644.132972 104 -19689.577800 105 -29210.685353 106 -31049.709037 107 -33319.997427 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,IPTU,SARIMAX,1.1585841178894043,"87 7794.417969 88 3929.611084 89 4667.247559 90 1971.486572 91 2656.240723 92 7531.378418 93 10118.314453 94 5830.763672 95 6563.865234 96 4478.075684 97 4295.785156 98 8629.559570 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,ISS,SARIMAX,1.7217316627502441,"96 157595.765625 97 144532.156250 98 157595.765625 99 140016.015625 100 157595.765625 101 144538.671875 102 140016.015625 103 157595.765625 104 157595.765625 105 157595.765625 106 157595.765625 107 157595.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,ITBI,XGBoost,2.312537908554077,"96 29735.017578 97 34812.050781 98 39011.550781 99 59793.710938 100 88170.203125 101 54807.839844 102 55865.718750 103 48725.550781 104 48596.347656 105 77035.070312 106 68626.062500 107 71203.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do ICMS,MLP,2.0070412158966064,"96 596073.704288 97 593882.825949 98 593311.657422 99 602014.847328 100 607249.946645 101 620995.967791 102 619307.961355 103 622670.286719 104 629095.508518 105 635389.513889 106 641483.979456 107 642528.598377 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do IPVA,SARIMAX,1.8467283248901367,"94 54739.890625 95 53450.609375 96 55957.570312 97 46511.753906 98 47904.882812 99 205801.406250 100 85740.156250 101 76526.945312 102 65036.613281 103 97073.906250 104 99030.882812 105 148109.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,IPTU,SARIMAX,1.652695894241333,"96 248421.921875 97 245529.125000 98 164131.984375 99 91314.750000 100 78580.882812 101 72594.773438 102 158326.968750 103 159052.125000 104 192227.078125 105 110960.015625 106 102292.023438 107 99585.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,ISS,SARIMAX,1.4101059436798096,"96 691256.3750 97 685166.8750 98 734858.2500 99 735092.5000 100 733881.2500 101 729487.9375 102 731589.9375 103 730256.8750 104 653262.5625 105 665751.5000 106 648001.3125 107 687750.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,ITBI,HWES,1.3814105987548828,"96 375309.12500 97 267459.21875 98 316906.62500 99 345365.12500 100 182331.15625 101 316528.00000 102 268136.03125 103 344765.87500 104 345723.84375 105 388454.46875 106 176772.34375 107 345723.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do ICMS,HWES,1.6252167224884033,"96 2122801.25 97 2145335.00 98 2168421.75 99 2159987.00 100 2213552.50 101 2109902.00 102 2117234.50 103 2125059.00 104 2143775.75 105 2124965.50 106 2124965.50 107 2149071.00 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do IPVA,XGBoost,1.928351640701294,"96 8.235160e+05 97 8.167818e+05 98 7.965186e+05 99 7.724965e+05 100 7.724965e+05 101 2.381680e+06 102 1.379738e+06 103 1.437716e+06 104 1.437716e+06 105 1.437716e+06 106 1.437716e+06 107 2.381680e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,IPTU,SARIMAX,2.3129475116729736,"96 2715365.25 97 4507527.00 98 3245986.25 99 3239243.00 100 3073202.25 101 4481966.00 102 3266683.25 103 4304159.00 104 4278017.50 105 9168831.00 106 9493840.00 107 10207363.00 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,ISS,MLP,1.3950660228729248,"96 1.903656e+06 97 1.894413e+06 98 1.896573e+06 99 1.959082e+06 100 1.962877e+06 101 1.954364e+06 102 1.960788e+06 103 1.965892e+06 104 1.979153e+06 105 1.984082e+06 106 1.982541e+06 107 1.983711e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,ITBI,SARIMAX,1.3670401573181152,"96 712423.8125 97 771296.5000 98 635755.0625 99 814605.6250 100 632979.4375 101 751473.8750 102 818500.0000 103 618375.8125 104 619603.8125 105 618375.8125 106 748339.6875 107 604805.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Cota-Parte do ICMS,MLP,1.0402042865753174,"96 3.793845e+06 97 3.717584e+06 98 3.756878e+06 99 3.876386e+06 100 3.916505e+06 101 3.938842e+06 102 3.981153e+06 103 4.025133e+06 104 4.096383e+06 105 4.134993e+06 106 4.179000e+06 107 4.151605e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Cota-Parte do IPVA,SARIMAX,1.357036828994751,"96 9.610178e+05 97 8.589209e+05 98 8.309816e+05 99 6.688585e+05 100 5.145578e+05 101 2.786962e+06 102 1.093568e+06 103 1.067820e+06 104 1.116272e+06 105 1.081681e+06 106 9.023491e+05 107 3.059302e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,IPTU,SARIMAX,2.0100464820861816,"93 1303.708496 94 1000.112976 95 2763.938965 96 604.128662 97 561.213867 98 721.780090 99 547.797546 100 556.306030 101 1289.839722 102 1448.891479 103 1374.254150 104 1340.350708 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,ISS,SES,1.540076732635498,"96 30556.380859 97 25402.921875 98 22703.980469 99 28273.777344 100 31505.109375 101 31272.919922 102 30650.091797 103 21968.093750 104 28273.777344 105 31272.919922 106 24337.623047 107 25703.119141 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,ITBI,XGBoost,3.1988401412963867,"90 4569.191895 91 2790.583984 92 5200.631348 93 5076.168457 94 4731.605469 95 4037.365234 96 2785.790039 97 6063.424805 98 3753.840576 99 4338.313965 100 2993.764160 101 3035.164795 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do ICMS,MLP,2.3710389137268066,"96 498144.894830 97 489754.863132 98 494506.941909 99 507365.211143 100 510414.661145 101 514788.407350 102 518670.996102 103 521967.487222 104 528032.124810 105 530424.997860 106 533083.195209 107 527628.444511 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do IPVA,AR,2.0655324459075928,"96 16252.635742 97 16695.982422 98 17656.183594 99 16820.294922 100 17026.054688 101 108596.585938 102 17630.699219 103 25526.732422 104 26233.302734 105 29745.037109 106 30338.111328 107 108313.828125 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,IPTU,SARIMAX,1.4964115619659424,"96 5.177919e+05 97 5.467130e+05 98 5.716470e+05 99 2.633171e+05 100 5.203502e+05 101 4.512212e+05 102 6.800240e+05 103 1.876414e+06 104 1.813583e+06 105 2.221268e+06 106 2.222928e+06 107 2.221770e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,ISS,SARIMAX,1.1516776084899902,"96 412537.93750 97 458151.40625 98 440064.40625 99 506029.46875 100 359583.75000 101 464791.37500 102 420191.00000 103 435883.53125 104 435883.53125 105 464791.37500 106 468181.93750 107 464791.37500 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,ITBI,MLP,1.0221500396728516,"96 280483.620608 97 297320.009289 98 300466.183573 99 352617.227723 100 396425.096933 101 320440.842249 102 326647.910594 103 335441.411895 104 335223.040692 105 329934.440791 106 308913.903563 107 250308.031894 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do ICMS,XGBoost,1.0902557373046875,"96 2592073.50 97 2688514.00 98 2512955.75 99 2610140.50 100 2294700.50 101 2595062.00 102 2598439.50 103 2501254.75 104 2591516.75 105 2591417.25 106 2589150.25 107 2547460.25 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do IPVA,SARIMAX,1.3700129985809326,"96 6.859889e+05 97 8.243970e+05 98 8.443741e+05 99 9.186888e+05 100 9.194819e+05 101 1.672679e+06 102 6.919422e+05 103 5.531588e+05 104 5.875486e+05 105 5.988254e+05 106 6.607774e+05 107 6.119844e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,IPTU,HWES,2.150300979614258,"93 7603.894531 94 6883.497559 95 12189.986328 96 8000.139648 97 34150.132812 98 6789.401855 99 8030.088379 100 6718.051758 101 24408.066406 102 15476.020508 103 25619.078125 104 8206.049805 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,ISS,XGBoost,3.290396213531494,"96 34961.296875 97 17204.361328 98 17104.005859 99 17165.958984 100 16368.498047 101 13315.731445 102 17392.806641 103 34061.792969 104 17145.656250 105 17145.656250 106 17172.988281 107 17181.439453 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,ITBI,SES,1.8135323524475098,"87 4323.822266 88 6101.394043 89 5665.584961 90 5360.924805 91 5730.279785 92 6827.208984 93 5384.452148 94 4586.196289 95 4094.763672 96 6099.740234 97 5971.175781 98 6329.407227 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do ICMS,MLP,1.1367731094360352,"96 302829.591354 97 296617.292413 98 299187.307647 99 307427.092818 100 311256.456821 101 310684.587479 102 313724.852295 103 316932.448207 104 321973.707968 105 324712.253896 106 327407.596706 107 326185.647213 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do IPVA,SARIMAX,1.2816014289855957,"96 33552.699219 97 33543.394531 98 33911.449219 99 34924.453125 100 33598.742188 101 140106.625000 102 48443.109375 103 48443.109375 104 54487.480469 105 60536.523438 106 64557.472656 107 117509.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,IPTU,XGBoost,1.3367741107940674,"80 314654.250000 81 223874.859375 82 224536.734375 83 224693.015625 84 225786.500000 85 226252.859375 86 388197.500000 87 596527.687500 88 596527.687500 89 596527.687500 90 596527.687500 91 596527.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,ISS,SARIMAX,1.5612757205963135,"80 148344.406250 81 144878.656250 82 130477.742188 83 146758.562500 84 148460.562500 85 146805.015625 86 144783.921875 87 144783.921875 88 138176.593750 89 148344.406250 90 144783.921875 91 144783.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,ITBI,XGBoost,1.069223403930664,"80 176463.671875 81 207552.640625 82 178539.515625 83 242480.546875 84 179748.562500 85 252359.953125 86 202542.109375 87 170821.343750 88 252359.953125 89 196615.953125 90 163665.265625 91 196615.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,Cota-Parte do ICMS,XGBoost,1.085968255996704,"77 3929961.00 78 4267326.00 79 3931919.25 80 4267326.00 81 3932736.50 82 3932736.50 83 3932736.50 84 4267326.00 85 3932736.50 86 4267326.00 87 3932736.50 88 4263070.00 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,Cota-Parte do IPVA,MLP,0.9878523349761963,"74 366373.255305 75 331949.098029 76 406052.879672 77 278680.678978 78 397211.275263 79 388839.045156 80 425636.813965 81 300875.684692 82 420219.342542 83 467890.555393 84 475683.008129 85 346073.816760 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,IPTU,SES,2.0568349361419678,"70 32678.791016 71 19338.082031 72 8431.342773 73 13905.458984 74 14147.913086 75 10278.625977 76 11842.894531 77 7430.045410 78 5733.113281 79 7291.121582 80 7765.889160 81 8030.441895 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,ISS,MLP,1.1318018436431885,"76 141326.407113 77 164028.406084 78 237293.164592 79 324109.153822 80 132071.584222 81 279679.297631 82 252736.199227 83 261816.025312 84 169055.986910 85 -970.224428 86 305921.023007 87 63344.760321 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,ITBI,SES,2.5481081008911133,"70 3156.959717 71 17794.529297 72 3359.964355 73 4171.604492 74 15043.152344 75 2435.832275 76 954.088867 77 3620.670166 78 2641.515381 79 3222.775879 80 7395.511230 81 6728.821289 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.9562513828277588,"76 641322.5625 77 795410.4375 78 641859.5625 79 638724.8750 80 838632.1875 81 651884.1250 82 638219.5000 83 633748.2500 84 626510.4375 85 627336.3750 86 640912.3125 87 620497.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do IPVA,XGBoost,0.9625341892242432,"70 112132.195312 71 28488.490234 72 19589.039062 73 25654.876953 74 24020.089844 75 164425.281250 76 20991.166016 77 98302.085938 78 35074.742188 79 121528.062500 80 105526.140625 81 103166.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,IPTU,SARIMAX,1.3468873500823975,"87 93132.296875 88 40361.636719 89 50340.394531 90 50340.394531 91 50340.394531 92 50340.394531 93 50340.394531 94 50340.394531 95 50340.394531 96 50340.394531 97 50340.394531 98 50340.394531 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,ISS,XGBoost,1.9339125156402588,"96 55761.968750 97 55762.011719 98 55982.308594 99 55811.101562 100 55823.386719 101 55784.988281 102 55811.101562 103 55811.101562 104 57036.589844 105 57036.589844 106 57036.589844 107 57036.589844 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,ITBI,XGBoost,1.173438310623169,"92 32718.599609 93 75001.390625 94 75001.390625 95 73905.273438 96 75001.390625 97 94036.179688 98 30727.675781 99 30727.675781 100 79735.054688 101 30727.675781 102 30727.675781 103 30727.675781 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Cota-Parte do ICMS,MLP,1.0502433776855469,"96 504777.013972 97 480370.538913 98 500855.746054 99 519083.032291 100 552876.557982 101 519499.209670 102 534310.073772 103 558175.775772 104 563474.774826 105 564950.797943 106 550639.054842 107 572545.144144 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Cota-Parte do IPVA,SARIMAX,1.2492613792419434,"96 196472.531250 97 196439.046875 98 196487.578125 99 196568.828125 100 196520.312500 101 219992.937500 102 219992.937500 103 219992.937500 104 219992.937500 105 219992.937500 106 219992.937500 107 219992.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,IPTU,XGBoost,3.8089282512664795,"92 87370.546875 93 89245.328125 94 104014.695312 95 97008.945312 96 96338.367188 97 95913.031250 98 31180.416016 99 29001.832031 100 31180.416016 101 31180.416016 102 31267.783203 103 31620.630859 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,ISS,MLP,1.1844472885131836,"92 67655.379990 93 -10434.876362 94 7275.733362 95 22562.040969 96 -8798.273088 97 1225.968219 98 -31499.647939 99 49883.853505 100 33690.315416 101 18494.831179 102 57265.392981 103 59282.011296 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,ITBI,XGBoost,1.8455348014831543,"92 36056.734375 93 42157.917969 94 32166.978516 95 48639.371094 96 45762.570312 97 46908.613281 98 48680.929688 99 46023.660156 100 46908.613281 101 46023.660156 102 45001.164062 103 46023.660156 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Cota-Parte do ICMS,XGBoost,1.1893272399902344,"92 804958.1250 93 769913.7500 94 776357.6875 95 773731.1250 96 743544.7500 97 833845.3125 98 644612.1875 99 754947.7500 100 768089.0625 101 768089.0625 102 781563.0625 103 760408.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Cota-Parte do IPVA,MLP,1.6125423908233643,"92 753.971548 93 61585.456794 94 52911.916679 95 53830.615018 96 71686.196019 97 237053.946972 98 84132.464978 99 125920.135801 100 136596.191010 101 151297.772625 102 170389.439464 103 120440.713877 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,IPTU,MLP,1.480240821838379,"96 9654.896289 97 -50536.510550 98 -101609.538595 99 -273205.362693 100 -92499.216489 101 -103051.575123 102 -120699.254902 103 -164108.191617 104 -210724.291593 105 -339046.614244 106 -221905.161440 107 -243086.078799 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,ISS,SARIMAX,1.2477915287017822,"96 287420.53125 97 285448.03125 98 327197.59375 99 327197.59375 100 327197.59375 101 327197.59375 102 327197.59375 103 327197.59375 104 327197.59375 105 327197.59375 106 327197.59375 107 327197.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,ITBI,MLP,1.2196910381317139,"96 114135.479934 97 95289.768127 98 92298.087290 99 95420.299970 100 105879.336924 101 100116.672047 102 96777.288618 103 95735.109426 104 97510.745346 105 99000.298705 106 97718.010911 107 95043.811065 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Cota-Parte do ICMS,MLP,1.239581823348999,"96 1.347443e+06 97 1.335711e+06 98 1.357090e+06 99 1.389254e+06 100 1.422447e+06 101 1.406267e+06 102 1.426239e+06 103 1.442648e+06 104 1.458142e+06 105 1.467088e+06 106 1.471242e+06 107 1.477268e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Cota-Parte do IPVA,MLP,1.1322033405303955,"96 -2.703041e+04 97 2.278635e+05 98 2.540226e+05 99 2.316356e+05 100 3.615574e+05 101 1.298196e+06 102 4.465982e+05 103 7.285859e+05 104 8.793664e+05 105 1.031170e+06 106 1.317006e+06 107 1.673661e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,IPTU,AR,1.385157823562622,"70 4711.904297 71 4820.770996 72 5453.512695 73 4457.997070 74 4866.904785 75 12047.112305 76 6246.159180 77 6682.845215 78 6697.216797 79 5890.607910 80 5806.894043 81 8576.789062 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,ISS,SARIMAX,1.1450660228729248,"72 19911.412109 73 19906.507812 74 19689.742188 75 19890.029297 76 19890.029297 77 19693.753906 78 19693.753906 79 19693.753906 80 19693.753906 81 19693.753906 82 19693.753906 83 19894.039062 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,ITBI,MLP,1.5691864490509033,"67 21065.008268 68 21243.524981 69 35278.895144 70 47767.564832 71 71098.067614 72 76975.481941 73 110265.610034 74 150952.265426 75 204598.833162 76 274861.114908 77 366092.727480 78 496107.602081 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do ICMS,MLP,1.1899919509887695,"72 298406.747240 73 297789.098835 74 301680.612198 75 309531.647174 76 314557.241655 77 314411.233058 78 318665.059380 79 321783.576691 80 326013.024449 81 328517.286675 82 330766.784163 83 330411.712453 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do IPVA,XGBoost,1.0981202125549316,"67 17913.404297 68 17372.718750 69 12813.150391 70 12788.664062 71 62866.316406 72 53302.269531 73 38105.011719 74 42831.726562 75 39035.863281 76 39035.863281 77 44966.000000 78 42738.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,IPTU,AR,2.351151943206787,"94 386632.906250 95 715502.062500 96 73452.304688 97 76956.281250 98 76956.281250 99 96587.304688 100 459560.500000 101 683519.000000 102 74565.546875 103 73838.843750 104 74565.546875 105 74565.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,ISS,SARIMAX,1.8987171649932861,"96 92488.078125 97 92552.585938 98 92007.289062 99 91062.578125 100 90344.914062 101 92791.265625 102 90344.914062 103 90399.507812 104 91117.179688 105 91750.984375 106 90759.015625 107 80945.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,ITBI,MLP,0.9998891353607178,"96 47171.422503 97 48476.742735 98 49085.729830 99 46346.175407 100 43574.379378 101 48120.345763 102 46773.388718 103 48394.836316 104 49609.148071 105 47919.986296 106 49220.724928 107 51914.303961 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do ICMS,MLP,1.2552337646484375,"96 848492.586612 97 841413.692358 98 855932.244934 99 880284.493225 100 897325.515295 101 887486.757812 102 901465.821019 103 911130.668680 104 921428.025763 105 925533.720479 106 928319.562903 107 927468.925506 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do IPVA,MLP,1.167963981628418,"96 -9731.235473 97 59949.802929 98 40083.143893 99 4632.221321 100 44082.063197 101 393041.179029 102 48907.306119 103 104068.063921 104 109784.740051 105 105117.830739 106 147586.009622 107 183982.259129 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,IPTU,SARIMAX,1.0724706649780273,"94 22735.705078 95 20175.429688 96 19461.181641 97 23523.855469 98 18474.021484 99 25856.001953 100 25886.958984 101 24306.394531 102 22146.925781 103 23273.285156 104 20445.570312 105 23304.242188 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,ISS,HWES,1.5161490440368652,"96 43217.218750 97 44673.820312 98 45467.585938 99 46230.441406 100 83323.078125 101 47217.089844 102 85177.671875 103 82788.640625 104 94947.257812 105 58973.445312 106 51365.792969 107 98257.601562 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,ITBI,MLP,1.5625615119934082,"95 8967.187397 96 15987.368454 97 19986.853738 98 15878.405459 99 21357.281767 100 16669.416115 101 23431.634864 102 22803.474000 103 21559.450595 104 24029.471150 105 22667.825996 106 25544.484899 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Cota-Parte do ICMS,MLP,1.168668508529663,"96 616849.609515 97 608879.780808 98 615015.533964 99 628077.253156 100 638158.489877 101 631273.686274 102 637992.328018 103 643457.569937 104 650297.764693 105 654288.787675 106 657361.166707 107 658057.813708 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Cota-Parte do IPVA,MLP,1.1296639442443848,"96 4897.765826 97 31441.736924 98 26275.662897 99 5754.660243 100 12924.698618 101 82363.087020 102 30022.293516 103 49809.191549 104 53217.256730 105 51898.346373 106 63908.994708 107 35998.858090 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,IPTU,XGBoost,1.25103759765625,"94 138871.250000 95 407477.875000 96 159471.140625 97 159151.093750 98 120490.429688 99 120406.929688 100 158502.781250 101 406168.906250 102 156772.328125 103 156772.328125 104 158676.687500 105 158676.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,ISS,MLP,1.2315011024475098,"96 108489.335596 97 112217.999613 98 119954.808934 99 125307.589441 100 139608.178337 101 90252.117472 102 109559.664188 103 103496.873856 104 93430.294703 105 85177.760582 106 65814.354753 107 115918.066630 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,ITBI,HWES,1.9069478511810303,"96 285962.87500 97 285766.68750 98 351086.84375 99 351620.53125 100 350446.03125 101 351507.96875 102 350427.34375 103 351110.21875 104 351228.18750 105 350774.87500 106 350568.93750 107 349931.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,Cota-Parte do ICMS,MLP,2.4946799278259277,"96 9.836145e+05 97 1.024197e+06 98 1.015189e+06 99 1.044231e+06 100 1.067970e+06 101 1.039583e+06 102 1.072743e+06 103 1.079703e+06 104 1.087440e+06 105 1.090615e+06 106 1.090674e+06 107 1.096673e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,Cota-Parte do IPVA,XGBoost,2.7638463973999023,"96 120357.921875 97 312050.968750 98 129984.117188 99 130203.070312 100 130203.070312 101 369173.343750 102 288353.250000 103 306451.593750 104 298010.062500 105 298010.062500 106 281121.125000 107 306552.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,IPTU,SARIMAX,1.8500280380249023,"95 5190.239746 96 5072.177734 97 5023.385254 98 5056.016113 99 4174.505371 100 3527.608887 101 3987.879395 102 4590.223633 103 4667.754395 104 5335.055176 105 4713.940430 106 4985.702148 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,ISS,XGBoost,1.0899863243103027,"96 41008.777344 97 43096.121094 98 54123.515625 99 65553.562500 100 55336.667969 101 64908.011719 102 63568.648438 103 62342.425781 104 62342.425781 105 65021.062500 106 64666.058594 107 62342.425781 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,ITBI,AR,1.202242374420166,"94 13851.603516 95 56305.824219 96 56841.835938 97 64825.511719 98 64533.128906 99 19603.630859 100 22029.455078 101 23957.787109 102 23858.388672 103 16739.585938 104 54099.941406 105 42749.324219 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do ICMS,MLP,1.2108001708984375,"96 600822.086498 97 597705.114535 98 611749.992735 99 625619.177199 100 647883.745248 101 628961.348576 102 642213.952283 103 651273.108267 104 655812.406014 105 658292.796119 106 655534.171211 107 664430.819367 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do IPVA,XGBoost,1.8907711505889893,"96 22905.412109 97 24451.722656 98 12689.311523 99 11595.294922 100 13417.660156 101 56717.644531 102 52134.273438 103 52106.210938 104 24782.464844 105 30404.462891 106 24431.093750 107 53178.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,IPTU,SES,2.1105427742004395,"71 3520.234863 72 2760.167969 73 2858.915283 74 199.074051 75 -1221.478516 76 20781.500000 77 3722.424561 78 1288.456299 79 33224.996094 80 41626.800781 81 42210.261719 82 28032.990234 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,ISS,MLP,3.3424477577209473,"77 21145.565846 78 18544.739473 79 17269.979753 80 11602.896167 81 2923.727508 82 -8580.474373 83 -16744.471323 84 -26604.432099 85 -37991.125002 86 -51783.031855 87 -65360.160803 88 -78997.579707 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,ITBI,MLP,1.4322474002838135,"77 18969.134551 78 11508.523698 79 12998.108371 80 15387.185295 81 17626.930387 82 16901.578465 83 18569.137870 84 24736.674196 85 31027.719899 86 33509.251563 87 36014.832800 88 40921.750741 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do ICMS,MLP,1.110480785369873,"77 3.865588e+05 78 2.536287e+05 79 1.125352e+05 80 -5.069300e+04 81 -2.697357e+05 82 -5.642711e+05 83 -8.187146e+05 84 -1.100362e+06 85 -1.408307e+06 86 -1.751995e+06 87 -2.121493e+06 88 -2.509969e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do IPVA,AR,1.2182884216308594,"77 169499.421875 78 169353.656250 79 169051.671875 80 168266.500000 81 168748.781250 82 511724.125000 83 634793.812500 84 633951.875000 85 973590.750000 86 973082.687500 87 973082.687500 88 973611.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,IPTU,SARIMAX,1.2229697704315186,"86 50672.472656 87 50640.945312 88 50663.355469 89 48244.882812 90 50725.601562 91 50797.691406 92 50585.078125 93 50652.187500 94 50554.613281 95 50595.039062 96 50581.628906 97 50581.628906 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,ISS,XGBoost,3.1623239517211914,"96 53049.605469 97 53087.324219 98 21927.183594 99 21927.183594 100 21982.927734 101 21927.183594 102 21964.902344 103 21964.902344 104 21982.927734 105 21982.927734 106 21982.927734 107 21982.927734 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,ITBI,MLP,1.0868816375732422,"91 36996.494611 92 39299.790471 93 47026.756655 94 4587.268646 95 28131.674399 96 19677.312133 97 18416.349159 98 12421.202796 99 1301.174783 100 3358.867855 101 4932.129953 102 -136.526576 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Cota-Parte do ICMS,XGBoost,1.520418405532837,"95 494239.59375 96 507312.46875 97 441240.06250 98 420763.50000 99 448474.12500 100 505846.81250 101 504696.53125 102 507312.46875 103 467404.93750 104 467404.93750 105 425509.18750 106 464093.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Cota-Parte do IPVA,MLP,0.9613776206970215,"56 142523.264902 57 71742.687160 58 -98.525885 59 104053.130852 60 128347.221158 61 41862.144018 62 12471.056956 63 33018.646568 64 90291.970808 65 37623.143797 66 -4973.945627 67 29846.029236 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,IPTU,AR,1.4352314472198486,"96 14676.154297 97 14163.750000 98 10629.642578 99 16153.453125 100 4974.192383 101 13374.106445 102 16518.421875 103 16374.633789 104 16834.828125 105 15626.984375 106 5622.045410 107 16529.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,ISS,XGBoost,1.883131980895996,"96 21232.216797 97 21167.255859 98 19560.320312 99 20827.009766 100 20895.361328 101 20887.658203 102 17899.222656 103 19492.558594 104 20850.505859 105 20836.121094 106 17902.162109 107 17899.222656 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,ITBI,XGBoost,3.0205538272857666,"95 10053.510742 96 11641.018555 97 9501.041016 98 6818.268555 99 8288.341797 100 11974.746094 101 12476.620117 102 10540.766602 103 11468.553711 104 15415.289062 105 16136.856445 106 12295.670898 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Cota-Parte do ICMS,MLP,1.763354778289795,"96 516160.265495 97 510238.590201 98 518329.173633 99 531763.681428 100 542431.465354 101 535428.905426 102 543395.965696 103 549353.406396 104 555415.577590 105 558292.820391 106 560072.380760 107 560855.784218 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Cota-Parte do IPVA,SARIMAX,2.184847354888916,"95 55295.800781 96 47653.390625 97 50462.015625 98 52864.292969 99 42334.867188 100 242813.781250 101 78509.054688 102 73601.156250 103 73601.156250 104 73601.156250 105 74287.601562 106 168194.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,IPTU,SARIMAX,1.4116473197937012,"93 40644.671875 94 11235.763672 95 22799.029297 96 8426.776367 97 15799.042969 98 8469.323242 99 14656.284180 100 23732.591797 101 19565.994141 102 31396.953125 103 32784.664062 104 34099.535156 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,ISS,XGBoost,1.1756436824798584,"96 11679.038086 97 11591.709961 98 10780.778320 99 10145.486328 100 9972.584961 101 11666.465820 102 10334.166016 103 10086.708984 104 11604.755859 105 10309.246094 106 10338.641602 107 10502.154297 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,ITBI,SES,1.7789671421051025,"95 15130.149414 96 7718.112793 97 7486.299316 98 21635.132812 99 8420.270508 100 8064.523926 101 8956.823242 102 6789.238770 103 7489.921875 104 8620.592773 105 8399.130859 106 10541.448242 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do ICMS,MLP,1.3636879920959473,"96 532735.739336 97 528996.772825 98 536575.742990 99 549019.427714 100 562156.959598 101 559530.747024 102 566505.886847 103 573180.514883 104 580184.844948 105 584876.793746 106 587783.698481 107 590249.830156 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do IPVA,MLP,1.364396333694458,"96 -5573.885470 97 35581.089138 98 28931.572894 99 18061.417902 100 52004.034537 101 183774.408019 102 51607.455056 103 90652.133577 104 99693.788204 105 108567.689906 106 145898.914713 107 162319.586979 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,IPTU,SARIMAX,1.6142933368682861,"91 3812.837891 92 3416.999512 93 4452.282715 94 15069.181641 95 4168.412109 96 3011.330811 97 4128.866211 98 4189.526855 99 3573.385010 100 7292.053711 101 3538.391113 102 2828.735840 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,ISS,SARIMAX,1.1270430088043213,"96 115744.085938 97 151644.890625 98 121701.000000 99 154689.765625 100 111616.734375 101 116024.507812 102 148788.828125 103 115744.085938 104 148160.796875 105 115463.765625 106 148788.828125 107 149601.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,ITBI,XGBoost,2.0700058937072754,"87 18790.871094 88 8285.303711 89 14947.672852 90 10471.144531 91 15124.344727 92 16820.070312 93 15876.033203 94 25340.154297 95 14496.640625 96 14496.640625 97 16474.906250 98 11592.314453 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do ICMS,XGBoost,1.33608078956604,"96 391105.40625 97 447717.21875 98 369257.00000 99 368401.43750 100 334231.25000 101 456638.53125 102 371734.96875 103 447104.59375 104 378033.03125 105 376860.15625 106 345778.31250 107 443201.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do IPVA,XGBoost,1.3453869819641113,"96 11341.683594 97 10488.474609 98 5929.951172 99 4690.663086 100 3940.480225 101 61228.484375 102 34859.824219 103 36045.117188 104 28222.406250 105 28091.746094 106 28091.746094 107 107973.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,IPTU,SARIMAX,2.340546131134033,"80 49035.777344 81 90306.867188 82 14797.797852 83 15133.897461 84 15112.862305 85 16239.798828 86 113747.375000 87 110718.765625 88 14298.182617 89 14298.182617 90 52851.726562 91 17501.287109 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,ISS,MLP,1.6456983089447021,"84 257161.817598 85 252990.226690 86 242984.787661 87 242012.818143 88 250621.345536 89 242631.053209 90 241329.971906 91 238995.095974 92 257467.592310 93 260428.358281 94 258442.875866 95 281596.808732 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,ITBI,MLP,1.2150030136108398,"84 52953.677291 85 64483.782804 86 25111.760584 87 40785.394359 88 43214.019310 89 46643.312998 90 38556.896515 91 26112.566361 92 37054.089824 93 35645.278524 94 32445.383587 95 26593.144537 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,Cota-Parte do ICMS,SARIMAX,1.4857327938079834,"84 4207377.50 85 3776709.75 86 3782809.50 87 3780352.00 88 3747142.25 89 4038301.75 90 4033208.75 91 3776709.75 92 4204786.50 93 4045397.75 94 4049040.00 95 3616958.50 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,Cota-Parte do IPVA,AR,1.3144066333770752,"84 102196.156250 85 90415.992188 86 85978.984375 87 87566.187500 88 84406.843750 89 425026.156250 90 231946.781250 91 204445.984375 92 204445.984375 93 204445.984375 94 204445.984375 95 425026.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,IPTU,Prophet,2.2543606758117676,"66 82270.500000 67 82270.500000 68 82265.117188 69 82265.117188 70 82270.500000 71 82254.210938 72 82254.210938 73 82257.203125 74 82270.500000 75 82270.500000 76 82270.500000 77 82254.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,ISS,SARIMAX,2.0142898559570312,"84 22014.156250 85 21608.562500 86 21416.609375 87 21760.984375 88 15884.585938 89 21760.984375 90 21760.984375 91 21111.646484 92 21111.646484 93 21111.646484 94 23792.587891 95 18402.708984 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,ITBI,Prophet,1.1934669017791748,"83 9115.389648 84 9683.740234 85 14540.174805 86 9721.318359 87 9702.918945 88 28398.621094 89 13633.636719 90 5495.765137 91 9063.336914 92 8212.223633 93 28922.734375 94 6653.583496 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do ICMS,MLP,1.292151927947998,"84 444685.807895 85 435092.366365 86 443324.574143 87 458978.290208 88 476593.906962 89 458481.376302 90 474620.113135 91 484502.498601 92 494630.756183 93 500140.108049 94 501982.653796 95 508524.073909 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do IPVA,XGBoost,2.6274003982543945,"81 15978.106445 82 4492.565918 83 6051.105469 84 2028.373535 85 1613.773438 86 28336.603516 87 16566.095703 88 20555.250000 89 3811.378418 90 13174.633789 91 14130.288086 92 37942.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,IPTU,HWES,1.7756993770599365,"74 108783.421875 75 89055.570312 76 17619.875000 77 20360.449219 78 17544.273438 79 20801.201172 80 67835.867188 81 67835.867188 82 17934.353516 83 24812.417969 84 46107.164062 85 17725.427734 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,ISS,AR,1.6669673919677734,"84 63367.683594 85 82634.609375 86 81592.398438 87 81592.398438 88 82467.640625 89 81765.312500 90 65413.187500 91 82124.101562 92 81259.648438 93 81288.046875 94 81259.648438 95 73045.265625 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,ITBI,MLP,1.6057848930358887,"84 48855.270440 85 46960.689664 86 57246.284274 87 62994.078680 88 58620.077072 89 51609.659610 90 56626.146337 91 59080.207512 92 58498.301657 93 56400.264086 94 55839.455508 95 57563.095957 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,Cota-Parte do ICMS,MLP,1.5469791889190674,"84 694865.989308 85 678612.447381 86 686341.242897 87 708028.140778 88 718889.013524 89 714618.496861 90 724261.663979 91 734352.703443 92 748249.053095 93 755675.675835 94 763203.822788 95 762439.142782 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,Cota-Parte do IPVA,MLP,1.2977890968322754,"84 20769.548327 85 63910.754674 86 54135.857548 87 6138.322579 88 44908.312587 89 331479.643555 90 85414.080904 91 129408.915728 92 137154.462649 93 126895.847043 94 167055.969157 95 191098.447281 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,IPTU,Prophet,1.899442195892334,"74 16497.625000 75 16497.625000 76 8661.734375 77 8661.734375 78 8675.216797 79 8661.734375 80 8661.734375 81 8661.734375 82 8661.734375 83 8661.734375 84 8661.734375 85 8661.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,ISS,XGBoost,1.1459295749664307,"83 34256.445312 84 35154.468750 85 34350.890625 86 32767.798828 87 33571.382812 88 34098.261719 89 33571.382812 90 122833.421875 91 37661.976562 92 38188.859375 93 37661.976562 94 37661.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,ITBI,AR,2.2456531524658203,"72 4993.623535 73 10169.102539 74 10455.942383 75 8726.358398 76 10200.688477 77 4964.135742 78 4036.439453 79 4975.922852 80 4975.922852 81 4975.922852 82 4975.922852 83 4975.922852 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do ICMS,MLP,1.8482599258422852,"83 256291.311783 84 247417.586814 85 252020.350904 86 259941.878361 87 262640.122208 88 251044.127395 89 259207.466482 90 264027.535464 91 267089.093870 92 267042.032056 93 268064.615083 94 270653.437423 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do IPVA,MLP,2.017746686935425,"82 2680.166987 83 16970.214301 84 12038.731529 85 4463.112014 86 7618.805962 87 49431.076003 88 16825.257064 89 24983.854740 90 27993.458711 91 27273.297708 92 32979.273455 93 26852.637942 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,IPTU,XGBoost,2.30582594871521,"69 4575.001465 70 3718.399658 71 4096.224609 72 482.874634 73 145.762314 74 -79.269897 75 2185.557617 76 6522.834961 77 2346.961914 78 1215.325562 79 2250.357910 80 1243.799438 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,ISS,SARIMAX,1.5690581798553467,"84 5123.498047 85 6571.731934 86 6561.936523 87 7902.960938 88 6325.708008 89 6575.481934 90 6623.322266 91 7736.798340 92 5386.777832 93 2303.579102 94 8192.378906 95 2113.045654 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,ITBI,SES,1.434253215789795,"65 4386.042480 66 4974.097168 67 6986.104004 68 5018.242188 69 5057.134766 70 4186.865723 71 5184.712891 72 4692.305176 73 5267.938477 74 4266.188965 75 4249.120117 76 5023.380859 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do ICMS,MLP,1.1216366291046143,"84 252551.646326 85 247611.537837 86 251851.904698 87 258525.196697 88 263937.488104 89 255228.157594 90 260462.817639 91 263772.455374 92 266212.634073 93 266753.383375 94 266590.568997 95 268396.633137 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do IPVA,MLP,1.3128159046173096,"81 7259.370236 82 11075.149270 83 17639.001773 84 20231.337824 85 21420.574052 86 29242.772725 87 23031.788307 88 25963.095341 89 28280.902075 90 30484.427215 91 31041.991164 92 23355.597284 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,IPTU,AR,1.1434686183929443,"74 179362.375000 75 51522.601562 76 54174.097656 77 54144.585938 78 165244.468750 79 187670.890625 80 44819.773438 81 45146.023438 82 62831.394531 83 55719.042969 84 45323.289062 85 45257.714844 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,ISS,SARIMAX,1.3711459636688232,"76 105258.843750 77 107456.609375 78 110437.390625 79 109582.687500 80 110437.390625 81 112477.843750 82 112477.843750 83 112408.507812 84 112477.843750 85 112408.507812 86 112408.507812 87 112408.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,ITBI,XGBoost,1.0630595684051514,"66 60531.972656 67 144345.859375 68 65408.925781 69 60969.578125 70 83214.687500 71 61257.210938 72 62024.902344 73 61237.984375 74 61803.390625 75 61337.675781 76 60883.937500 77 60883.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Cota-Parte do ICMS,XGBoost,1.0800375938415527,"76 869961.3750 77 834656.2500 78 827385.1250 79 834546.7500 80 806356.6875 81 841998.6250 82 841749.0000 83 847593.0000 84 845191.0625 85 825483.6250 86 836264.0000 87 838665.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Cota-Parte do IPVA,MLP,1.097059726715088,"76 36830.649250 77 113527.939203 78 108450.695426 79 101138.110496 80 126610.985337 81 334088.356944 82 145165.650631 83 176313.838537 84 188666.188879 85 193755.002021 86 210407.405667 87 133913.476518 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,IPTU,SARIMAX,1.255385160446167,"75 56683.066406 76 58764.835938 77 67894.023438 78 67894.023438 79 68077.046875 80 68155.585938 81 83801.820312 82 83801.820312 83 83135.148438 84 83135.148438 85 83135.148438 86 83135.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,ISS,HWES,1.4949305057525635,"76 21267.769531 77 15761.935547 78 15112.139648 79 32472.697266 80 15566.897461 81 17273.636719 82 21286.320312 83 26713.453125 84 7203.574707 85 7805.027832 86 4630.549316 87 4235.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,ITBI,Prophet,0.9751927852630615,"71 2545.488525 72 13730.118164 73 8074.766113 74 6341.236816 75 15835.670898 76 15884.089844 77 14611.682617 78 11849.582031 79 7117.824707 80 11596.794922 81 11794.364258 82 16615.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do ICMS,XGBoost,1.0202648639678955,"75 439124.78125 76 517456.75000 77 401821.59375 78 403165.84375 79 385313.71875 80 453650.06250 81 444561.81250 82 489730.62500 83 426217.56250 84 427662.53125 85 453990.37500 86 459695.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do IPVA,AR,1.1094636917114258,"63 123011.421875 64 124965.343750 65 124801.304688 66 124789.664062 67 124801.304688 68 124882.734375 69 124707.062500 70 124707.062500 71 124626.656250 72 124707.062500 73 124661.226562 74 124882.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,IPTU,SES,1.6557612419128418,"71 62418.460938 72 62418.460938 73 62418.460938 74 62398.277344 75 62398.277344 76 62398.277344 77 62398.277344 78 62398.277344 79 62398.277344 80 62398.277344 81 62398.277344 82 62398.277344 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,ISS,XGBoost,1.740574598312378,"75 11933.546875 76 10144.607422 77 10750.120117 78 10750.120117 79 11954.302734 80 11938.416016 81 10096.280273 82 10144.607422 83 10750.120117 84 10750.120117 85 10750.120117 86 10750.120117 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,ITBI,Prophet,3.141563653945923,"67 13378.643555 68 8361.235352 69 13260.131836 70 8751.918945 71 8246.513672 72 5715.927734 73 5834.958008 74 6007.415527 75 10059.004883 76 5589.041016 77 9357.583984 78 8847.248047 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do ICMS,MLP,1.8179187774658203,"75 293156.328780 76 287187.027931 77 293288.673623 78 301322.827591 79 309863.370017 80 296718.700400 81 304512.426375 82 309647.735016 83 312527.880849 84 313184.765342 85 311927.404881 86 316645.750911 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do IPVA,SARIMAX,1.8431832790374756,"74 14720.114258 75 11302.131836 76 11546.018555 77 11513.633789 78 10134.625977 79 48536.613281 80 33474.371094 81 26219.724609 82 46726.761719 83 33532.855469 84 25156.335938 85 47475.894531 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,IPTU,MLP,1.3582680225372314,"84 8072.769462 85 9047.418656 86 -903.332869 87 -2960.979626 88 -13673.194184 89 -19352.006370 90 -7567.780411 91 -10649.517127 92 -14359.101506 93 -17182.879029 94 -22562.563891 95 -23963.373748 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,ISS,MLP,1.0969488620758057,"84 434324.208003 85 23942.328413 86 168604.690393 87 171962.212062 88 -9907.701693 89 146517.004751 90 -178949.120481 91 243784.217913 92 66825.284621 93 5780.496726 94 213891.172624 95 33808.800794 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,ITBI,SARIMAX,1.2717034816741943,"82 295958.656250 83 -2940.363037 84 127407.398438 85 127449.921875 86 149002.343750 87 85361.039062 88 81818.890625 89 157133.203125 90 67507.906250 91 80243.718750 92 126688.789062 93 135993.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do ICMS,XGBoost,1.3531360626220703,"84 785884.8125 85 722892.7500 86 735231.4375 87 742399.8750 88 694137.8125 89 832323.3750 90 796220.7500 91 785877.3750 92 805252.3750 93 744698.3125 94 758160.4375 95 673686.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do IPVA,XGBoost,1.1391544342041016,"74 49765.945312 75 41307.812500 76 28500.607422 77 34246.218750 78 28807.443359 79 105353.734375 80 44346.960938 81 41958.363281 82 106749.257812 83 100823.476562 84 72662.484375 85 57442.144531 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,IPTU,XGBoost,1.1248531341552734,"77 121520.367188 78 116549.281250 79 54493.050781 80 109668.406250 81 48105.335938 82 48105.335938 83 54493.050781 84 54493.050781 85 54493.050781 86 54493.050781 87 54493.050781 88 54493.050781 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,ISS,XGBoost,1.242908239364624,"84 36922.671875 85 40205.082031 86 51119.460938 87 54517.437500 88 54533.160156 89 54517.437500 90 54517.437500 91 54517.437500 92 54517.437500 93 51120.109375 94 54517.437500 95 51120.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,ITBI,AR,1.1286859512329102,"83 13690.476562 84 15300.451172 85 10647.961914 86 15102.297852 87 3661.877197 88 1091.027832 89 2173.055908 90 11887.045898 91 -188.528961 92 3086.576172 93 1680.303101 94 10769.016602 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do ICMS,MLP,1.3723952770233154,"84 525841.547779 85 517683.597106 86 529504.191695 87 545218.137366 88 563017.512369 89 546136.050537 90 559344.570263 91 569643.692809 92 576741.311147 93 579913.717090 94 579193.236437 95 586528.300638 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do IPVA,MLP,2.346595048904419,"78 -25058.498406 79 -23668.649896 80 -10220.896959 81 -40259.241661 82 -28722.209858 83 -8082.227956 84 -71827.613902 85 -80250.100315 86 -96399.711988 87 -127313.857744 88 -150306.490251 89 -223163.420751 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,IPTU,SARIMAX,1.5092506408691406,"71 4221.299805 72 10688.755859 73 9645.527344 74 5296.014160 75 10236.202148 76 10236.202148 77 5639.250488 78 10494.535156 79 13741.586914 80 99320.804688 81 13612.924805 82 12267.318359 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,ISS,SARIMAX,1.0446467399597168,"72 54123.253906 73 58046.035156 74 35571.457031 75 55664.613281 76 54200.500000 77 58068.828125 78 54146.046875 79 57859.699219 80 56208.757812 81 59527.214844 82 56208.757812 83 59527.214844 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,ITBI,MLP,1.6160447597503662,"72 126720.329073 73 157122.520794 74 91026.312738 75 161584.255314 76 144337.897421 77 207524.655753 78 204625.142998 79 208061.070444 80 260624.973993 81 281597.799577 82 327913.059737 83 352394.838304 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,Cota-Parte do ICMS,MLP,1.5727617740631104,"72 510599.731370 73 496278.399819 74 510523.544858 75 523992.889453 76 530163.461396 77 519248.566419 78 529046.650642 79 537087.515322 80 543305.135789 81 546177.311264 82 549392.550998 83 550113.536068 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,Cota-Parte do IPVA,SARIMAX,2.619577646255493,"72 45349.421875 73 47519.023438 74 43229.324219 75 43426.097656 76 43426.097656 77 173646.093750 78 49143.976562 79 51906.468750 80 62028.675781 81 57243.199219 82 57243.199219 83 47799.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,IPTU,AR,1.2075996398925781,"75 64137.238281 76 174216.781250 77 7213.974609 78 8029.024902 79 3021.517090 80 2590.262695 81 19530.785156 82 181233.328125 83 32159.550781 84 2056.663086 85 8812.426758 86 9177.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,ISS,MLP,2.293712615966797,"84 59412.036024 85 60128.635989 86 59426.832024 87 59626.281483 88 59170.937718 89 58190.366875 90 58347.618907 91 57209.522990 92 56722.338955 93 55951.224024 94 54603.478306 95 53702.784511 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,ITBI,SES,1.841369390487671,"24 7261.762207 25 7061.914062 26 7264.452148 27 9944.569336 28 9944.077148 29 7010.623047 30 7007.933105 31 7007.933105 32 7010.623047 33 3078.522705 34 3078.522705 35 7805.205078 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do ICMS,MLP,2.5855116844177246,"84 441251.320061 85 432438.706740 86 446864.455122 87 462477.693808 88 487874.055837 89 462424.000463 90 481904.808243 91 498550.050556 92 507412.302322 93 512550.432560 94 507802.466122 95 527295.155858 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do IPVA,SARIMAX,2.261871814727783,"84 15540.271484 85 4237.518555 86 5156.771484 87 7431.003906 88 4333.375977 89 113314.695312 90 13464.808594 91 11477.977539 92 12113.726562 93 12113.726562 94 12113.726562 95 113314.695312 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,IPTU,AR,2.705625534057617,"84 253777.265625 85 282376.375000 86 278204.906250 87 239776.984375 88 257029.500000 89 239383.937500 90 256245.234375 91 253650.796875 92 253650.796875 93 262176.843750 94 264115.437500 95 262176.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,ISS,HWES,1.871089220046997,"84 149338.875000 85 156106.671875 86 155084.296875 87 155023.843750 88 153908.843750 89 149422.546875 90 149422.546875 91 149807.328125 92 150663.234375 93 153339.156250 94 160726.875000 95 149422.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,ITBI,SES,1.8664631843566895,"84 67153.945312 85 116890.179688 86 116890.179688 87 69495.664062 88 117051.679688 89 82791.968750 90 78299.656250 91 77219.804688 92 77219.804688 93 72415.226562 94 100195.007812 95 101218.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do ICMS,MLP,1.5072574615478516,"84 1.221396e+06 85 1.179411e+06 86 1.173031e+06 87 1.215540e+06 88 1.186056e+06 89 1.239542e+06 90 1.239781e+06 91 1.239435e+06 92 1.264373e+06 93 1.279930e+06 94 1.297170e+06 95 1.260629e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do IPVA,MLP,1.2196056842803955,"83 3055.582629 84 40871.579733 85 46725.962735 86 -46620.189568 87 -17418.016376 88 158155.351927 89 8206.805834 90 40962.326182 91 44887.889349 92 13109.967998 93 39179.311032 94 13588.662562 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,IPTU,AR,1.2867496013641357,"84 174189.671875 85 37982.589844 86 36309.828125 87 33376.687500 88 32259.203125 89 25157.101562 90 91683.546875 91 33238.796875 92 36165.871094 93 36165.871094 94 36707.378906 95 34146.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,ISS,SARIMAX,0.9985439777374268,"84 41075.875000 85 45862.214844 86 43773.164062 87 46198.132812 88 45871.011719 89 46241.277344 90 46198.132812 91 41433.531250 92 41084.667969 93 46206.925781 94 41084.667969 95 41266.855469 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,ITBI,MLP,1.075329303741455,"84 32315.878641 85 35630.604214 86 33487.571558 87 36293.752733 88 31349.080606 89 32097.316419 90 37300.787259 91 34423.809053 92 36983.206847 93 32755.099732 94 35436.268821 95 38414.470667 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do ICMS,MLP,1.1997172832489014,"84 622929.342558 85 607889.561212 86 615062.127575 87 636074.268968 88 645716.755910 89 646213.281941 90 654812.868083 91 664613.626904 92 678576.308297 93 686158.718450 94 693956.854102 95 691937.091895 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do IPVA,AR,1.5859096050262451,"84 32714.988281 85 29508.123047 86 23201.716797 87 46293.972656 88 10741.588867 89 266061.750000 90 27304.613281 91 27304.613281 92 53150.070312 93 69627.273438 94 52586.847656 95 253581.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,IPTU,HWES,2.154935598373413,"72 229354.078125 73 233399.343750 74 129651.593750 75 162177.984375 76 150662.562500 77 155943.359375 78 196509.640625 79 196509.640625 80 160100.109375 81 232196.828125 82 235641.187500 83 229783.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,ISS,MLP,3.1577916145324707,"72 256731.146583 73 259631.494925 74 263768.327674 75 272567.197296 76 283369.534054 77 293325.115739 78 301416.436877 79 310694.282550 80 320286.818352 81 330653.943366 82 342344.997700 83 353830.445720 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,ITBI,Prophet,1.7121739387512207,"72 41949.867188 73 53073.093750 74 48651.433594 75 41634.761719 76 74159.609375 77 71324.710938 78 74249.750000 79 57577.195312 80 57436.613281 81 44693.867188 82 71324.710938 83 72362.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do ICMS,MLP,1.1624810695648193,"72 1.037731e+06 73 1.004549e+06 74 1.004003e+06 75 1.039673e+06 76 1.034900e+06 77 1.060537e+06 78 1.064164e+06 79 1.072409e+06 80 1.099061e+06 81 1.115981e+06 82 1.138068e+06 83 1.123800e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do IPVA,AR,1.1520929336547852,"72 2.640088e+05 73 2.640088e+05 74 2.640088e+05 75 2.648385e+05 76 2.648385e+05 77 1.065968e+06 78 3.311982e+05 79 3.325454e+05 80 3.597435e+05 81 3.727356e+05 82 3.727356e+05 83 1.065968e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,IPTU,SARIMAX,1.5478808879852295,"72 278097.71875 73 364177.15625 74 275346.96875 75 370349.65625 76 302685.68750 77 303037.68750 78 303037.68750 79 303762.96875 80 305955.71875 81 305944.00000 82 306052.40625 83 306052.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,ISS,XGBoost,2.3995680809020996,"72 148338.046875 73 152240.125000 74 152351.093750 75 152240.125000 76 151724.718750 77 155450.078125 78 155965.468750 79 157671.765625 80 152351.093750 81 155450.078125 82 155450.078125 83 152351.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,ITBI,SARIMAX,1.5376734733581543,"72 230925.484375 73 231016.187500 74 231016.187500 75 230963.265625 76 231143.546875 77 230963.265625 78 231122.265625 79 231122.265625 80 231122.265625 81 231122.265625 82 231175.187500 83 231122.265625 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Cota-Parte do ICMS,XGBoost,1.033639669418335,"72 709738.8125 73 718862.2500 74 726730.2500 75 726371.1250 76 697638.9375 77 776612.2500 78 726371.1250 79 726289.1875 80 725249.9375 81 725249.9375 82 708838.0625 83 776971.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Cota-Parte do IPVA,XGBoost,1.1635947227478027,"65 165775.062500 66 138542.078125 67 134526.656250 68 134526.656250 69 134526.656250 70 340722.875000 71 209775.265625 72 187424.859375 73 197645.968750 74 197645.968750 75 197645.968750 76 306164.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,IPTU,AR,1.1697418689727783,"70 36278.296875 71 33665.652344 72 33086.242188 73 35491.234375 74 35491.234375 75 35494.468750 76 36712.070312 77 41802.460938 78 37550.523438 79 37268.398438 80 37268.398438 81 39089.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,ISS,SARIMAX,3.4483048915863037,"72 62361.316406 73 62361.316406 74 62361.316406 75 62361.316406 76 62361.316406 77 62361.316406 78 62361.316406 79 62361.316406 80 62361.316406 81 62361.316406 82 62361.316406 83 62361.316406 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,ITBI,XGBoost,1.288863182067871,"66 27682.169922 67 35190.902344 68 17106.921875 69 16071.160156 70 10326.632812 71 6154.581055 72 12665.151367 73 12781.397461 74 16047.949219 75 15827.584961 76 18011.904297 77 14212.495117 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do ICMS,XGBoost,1.065222978591919,"72 338641.18750 73 338583.09375 74 339557.53125 75 340084.71875 76 363894.65625 77 348716.09375 78 377574.12500 79 377574.12500 80 377574.12500 81 338404.62500 82 337723.53125 83 337430.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do IPVA,MLP,1.438110589981079,"69 -6022.555673 70 13295.139601 71 7429.877567 72 5236.874109 73 12556.700512 74 40751.717663 75 11872.826973 76 21278.347554 77 22137.206749 78 23871.152463 79 30479.351221 80 16816.943528 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,IPTU,AR,1.3813788890838623,"72 36756.714844 73 59766.222656 74 57104.109375 75 89441.296875 76 57690.742188 77 58846.269531 78 75368.304688 79 62873.671875 80 68425.335938 81 88244.281250 82 68425.335938 83 53045.730469 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,ISS,XGBoost,1.0364184379577637,"72 212199.546875 73 216411.734375 74 268858.468750 75 192004.890625 76 232258.203125 77 266251.750000 78 215058.968750 79 230143.671875 80 266251.750000 81 216787.937500 82 230143.671875 83 266248.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,ITBI,SES,1.8166406154632568,"72 46739.968750 73 31304.736328 74 27092.224609 75 25356.234375 76 31669.898438 77 25668.302734 78 20599.824219 79 31958.216797 80 32088.970703 81 27660.826172 82 30198.906250 83 29984.185547 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do ICMS,XGBoost,2.552490472793579,"72 939560.5000 73 953934.9375 74 943143.7500 75 997880.1250 76 946553.3750 77 997371.0000 78 984740.6250 79 993999.3750 80 985299.8125 81 994642.0000 82 977231.1250 83 997773.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do IPVA,XGBoost,1.4578511714935303,"72 126785.109375 73 83912.726562 74 72063.593750 75 76850.304688 76 69647.070312 77 369275.875000 78 203265.937500 79 132295.265625 80 127178.234375 81 127178.234375 82 127178.234375 83 355507.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,IPTU,MLP,1.700242280960083,"68 26668.321696 69 66553.688703 70 19506.100439 71 23656.721953 72 22444.824866 73 27070.549053 74 35876.733038 75 34939.443426 76 29397.019647 77 31387.600074 78 33276.724545 79 35397.503042 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,ISS,XGBoost,1.9033565521240234,"68 5318.187988 69 5438.507812 70 5845.945801 71 7234.782715 72 6666.816895 73 15885.512695 74 15264.033203 75 6106.709473 76 6300.458984 77 6201.061035 78 6201.061035 79 6526.393555 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,ITBI,XGBoost,1.9698786735534668,"67 720.932556 68 7563.566895 69 5743.248535 70 2044.779053 71 4174.961914 72 6590.612305 73 -457.955444 74 6738.180176 75 851.050903 76 3517.105957 77 917.527832 78 6102.644531 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do ICMS,XGBoost,1.1244065761566162,"68 434169.03125 69 439948.21875 70 426481.31250 71 398516.18750 72 398180.50000 73 413848.09375 74 413848.09375 75 413376.03125 76 442474.96875 77 432557.31250 78 406508.62500 79 428760.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do IPVA,MLP,2.431427001953125,"68 4234.505817 69 29142.944577 70 21945.834376 71 10436.346245 72 26696.104842 73 94007.942610 74 35294.880281 75 51551.127447 76 54498.790984 77 54421.646327 78 67187.661881 79 55726.135904 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,IPTU,HWES,1.355597734451294,"47 12388.372070 48 12441.778320 49 12433.101562 50 12592.493164 51 12430.292969 52 11199.933594 53 10991.421875 54 10875.341797 55 2609.303223 56 1278.585815 57 -221.459641 58 1397.256714 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,ISS,XGBoost,1.9307115077972412,"52 87941.0 53 87941.0 54 87941.0 55 87941.0 56 87941.0 57 87941.0 58 87941.0 59 87941.0 60 87941.0 61 87941.0 62 87941.0 63 87941.0 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,ITBI,XGBoost,2.229623556137085,"49 328654.53125 50 328799.25000 51 328907.28125 52 328799.25000 53 328799.25000 54 328799.25000 55 328799.25000 56 328799.25000 57 328799.25000 58 328799.25000 59 328799.25000 60 328799.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do ICMS,XGBoost,1.3932476043701172,"52 488993.09375 53 467697.75000 54 455296.37500 55 462313.50000 56 475701.15625 57 515007.75000 58 499419.25000 59 498522.50000 60 505533.84375 61 505533.84375 62 620054.75000 63 610321.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do IPVA,SARIMAX,1.1291143894195557,"52 30770.476562 53 31972.718750 54 31972.718750 55 27549.878906 56 27528.789062 57 137805.500000 58 34954.410156 59 31798.253906 60 31752.128906 61 52820.000000 62 53576.601562 63 130925.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,IPTU,HWES,1.2181651592254639,"60 20400.359375 61 21931.685547 62 11414.451172 63 10178.602539 64 10941.632812 65 10880.836914 66 17744.093750 67 17744.093750 68 17778.425781 69 14588.818359 70 17778.425781 71 17778.425781 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,ISS,XGBoost,3.522949695587158,"60 21559.910156 61 21671.671875 62 24605.273438 63 24602.068359 64 19946.599609 65 19734.728516 66 19748.640625 67 19762.710938 68 19827.332031 69 20151.171875 70 21574.775391 71 21480.480469 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,ITBI,XGBoost,1.494276523590088,"60 43412.242188 61 50218.906250 62 48698.687500 63 49098.484375 64 27273.900391 65 34531.113281 66 46996.742188 67 46996.742188 68 27341.001953 69 46996.742188 70 46999.269531 71 27341.001953 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do ICMS,SES,1.080134630203247,"60 481649.31250 61 477095.96875 62 473004.37500 63 447054.25000 64 437215.12500 65 453134.15625 66 453134.15625 67 459423.84375 68 489875.62500 69 446380.81250 70 446815.78125 71 446903.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do IPVA,XGBoost,1.764340877532959,"60 39047.011719 61 30288.820312 62 28824.390625 63 29172.679688 64 28824.390625 65 173725.906250 66 57330.429688 67 57765.238281 68 55666.195312 69 57765.238281 70 55666.195312 71 145960.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,IPTU,XGBoost,1.132112741470337,"60 43570.808594 61 60227.535156 62 55922.343750 63 55599.625000 64 38742.660156 65 14515.561523 66 15950.269531 67 54275.054688 68 50034.734375 69 35396.367188 70 38322.660156 71 38309.652344 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,ISS,XGBoost,0.9911994934082031,"60 11927.442383 61 120985.304688 62 22532.876953 63 11200.666016 64 8859.904297 65 21975.363281 66 118021.437500 67 17874.169922 68 9908.201172 69 12051.166992 70 21198.173828 71 21618.714844 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,ITBI,XGBoost,1.3040482997894287,"60 96690.203125 61 82100.164062 62 100829.250000 63 92099.203125 64 93809.429688 65 97957.765625 66 91461.375000 67 90559.695312 68 89425.085938 69 89588.687500 70 89588.687500 71 86163.117188 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,Cota-Parte do ICMS,SES,1.0544753074645996,"60 1181683.125 61 1437052.500 62 1181085.875 63 1181085.875 64 1123629.125 65 1472388.250 66 1183884.750 67 1493679.125 68 1125940.375 69 1125940.375 70 1116629.125 71 1464312.000 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,Cota-Parte do IPVA,XGBoost,2.1512937545776367,"55 49000.792969 56 48767.976562 57 67049.820312 58 55220.730469 59 54889.519531 60 58900.871094 61 58900.871094 62 59242.460938 63 58900.871094 64 59242.460938 65 59283.144531 66 58900.871094 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,IPTU,SES,2.2148945331573486,"60 24416.222656 61 14879.294922 62 19207.011719 63 20117.031250 64 5648.369629 65 3000.586670 66 112482.992188 67 36861.558594 68 36861.558594 69 37715.531250 70 29889.494141 71 33595.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,ISS,XGBoost,1.803896427154541,"60 46363.296875 61 47554.250000 62 47995.402344 63 42666.097656 64 41528.472656 65 46363.542969 66 46810.250000 67 39560.183594 68 41547.609375 69 44694.039062 70 44660.082031 71 42275.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,ITBI,XGBoost,1.4065794944763184,"60 4086.774658 61 3693.072510 62 3114.221680 63 3964.163086 64 5440.993652 65 4817.206055 66 4179.126953 67 3151.341064 68 3397.073486 69 13087.950195 70 3776.037842 71 5961.873535 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,Cota-Parte do ICMS,XGBoost,1.1846108436584473,"60 1.029140e+06 61 1.024080e+06 62 9.556219e+05 63 1.004490e+06 64 8.980502e+05 65 1.005045e+06 66 1.005045e+06 67 1.005045e+06 68 1.004310e+06 69 1.004310e+06 70 1.004310e+06 71 1.006846e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,Cota-Parte do IPVA,HWES,1.1271276473999023,"60 30913.550781 61 113322.718750 62 113158.226562 63 113175.390625 64 114139.320312 65 235310.812500 66 38974.261719 67 235310.812500 68 235310.812500 69 235310.812500 70 235310.812500 71 235310.812500 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,IPTU,XGBoost,1.009322166442871,"48 740.844238 49 1239.403442 50 642.236877 51 1397.668945 52 925.952820 53 857.222961 54 582.053894 55 525.643738 56 582.053894 57 649.997986 58 1163.155273 59 688.207886 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,ISS,XGBoost,1.3459925651550293,"60 9474.572266 61 7510.312500 62 10110.517578 63 8756.409180 64 8702.068359 65 8805.489258 66 11170.506836 67 12593.489258 68 7998.343262 69 10542.462891 70 10542.462891 71 10676.598633 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,ITBI,MLP,1.609438180923462,"54 1049.321423 55 2785.151473 56 2867.864353 57 3111.992805 58 2544.189276 59 2382.081289 60 2310.176608 61 3390.807281 62 3484.850584 63 3460.621251 64 3749.078837 65 4084.722228 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,Cota-Parte do ICMS,SES,2.018664836883545,"60 434557.90625 61 439736.34375 62 439736.34375 63 437305.00000 64 431622.43750 65 434340.15625 66 428341.96875 67 433429.28125 68 433429.28125 69 433429.28125 70 433429.28125 71 433429.28125 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,Cota-Parte do IPVA,SES,2.156360626220703,"57 105974.601562 58 106054.562500 59 106008.859375 60 106054.562500 61 106054.562500 62 106008.859375 63 106008.859375 64 106008.859375 65 106008.859375 66 106008.859375 67 106008.859375 68 106054.562500 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,IPTU,XGBoost,1.6992850303649902,"60 57409.886719 61 58403.519531 62 58171.632812 63 58520.925781 64 24057.025391 65 23916.041016 66 36004.667969 67 37044.351562 68 59713.808594 69 59713.808594 70 56908.859375 71 21931.250000 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,ISS,MLP,1.0913431644439697,"60 15452.181385 61 13703.441040 62 15427.815671 63 14719.667229 64 11729.093590 65 12095.317832 66 8932.152673 67 6605.896088 68 6926.740373 69 4723.098873 70 3132.532580 71 186.928466 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,ITBI,XGBoost,1.0868260860443115,"49 11037.282227 50 9060.499023 51 1405.344360 52 5313.228516 53 9861.245117 54 31190.160156 55 7427.892090 56 7858.948730 57 30928.679688 58 3343.761475 59 7442.379395 60 11742.375977 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,Cota-Parte do ICMS,HWES,1.075223684310913,"60 650800.6875 61 582807.3125 62 635604.0625 63 629357.2500 64 579617.0000 65 696371.5000 66 598714.2500 67 643753.8750 68 625940.7500 69 641483.3125 70 686522.9375 71 675793.0625 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,Cota-Parte do IPVA,XGBoost,1.1817584037780762,"60 34981.210938 61 36912.199219 62 35626.511719 63 25584.291016 64 22489.351562 65 102836.281250 66 41816.925781 67 90681.632812 68 41835.414062 69 42000.808594 70 41775.855469 71 91937.578125 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,IPTU,SARIMAX,1.0272190570831299,"55 40967.488281 56 39315.226562 57 37071.746094 58 37072.121094 59 37072.121094 60 37071.746094 61 40604.214844 62 40604.214844 63 37096.503906 64 37096.503906 65 37096.503906 66 37083.898438 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,ISS,XGBoost,2.541930675506592,"56 8204.224609 57 10239.025391 58 8687.574219 59 9493.601562 60 9377.993164 61 9037.427734 62 10303.985352 63 8352.498047 64 10021.581055 65 8879.393555 66 8519.724609 67 8692.414062 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,ITBI,SARIMAX,2.0914294719696045,"56 13182.616211 57 13197.203125 58 14720.324219 59 13208.989258 60 35311.285156 61 43103.816406 62 25398.666016 63 20814.830078 64 20804.316406 65 20804.316406 66 43103.816406 67 69965.218750 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,Cota-Parte do ICMS,SES,0.9445381164550781,"56 322590.90625 57 322795.65625 58 322009.25000 59 303320.68750 60 298783.12500 61 303328.50000 62 306113.31250 63 307980.71875 64 306113.31250 65 303820.84375 66 303023.03125 67 305102.21875 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,Cota-Parte do IPVA,MLP,1.5273292064666748,"56 3843.263335 57 15945.259975 58 9613.708716 59 7870.341540 60 10357.682828 61 36396.216796 62 19759.040988 63 26342.212775 64 27596.129887 65 29392.235931 66 33309.321993 67 23038.890778 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,IPTU,XGBoost,1.4826438426971436,"42 91335.710938 43 36795.882812 44 8279.588867 45 7554.334473 46 8279.588867 47 5169.000000 48 7242.808105 49 7242.808105 50 7242.808105 51 8279.588867 52 169738.968750 53 170861.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,ISS,MLP,1.7353520393371582,"42 87336.906156 43 86457.184087 44 93406.316784 45 89570.751438 46 90007.067668 47 96006.844433 48 98842.584846 49 99120.558856 50 92878.990653 51 103626.444014 52 108891.639196 53 100502.933171 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,ITBI,HWES,2.460475444793701,"36 52324.769531 37 51378.035156 38 54290.566406 39 56321.761719 40 64638.593750 41 56273.292969 42 56273.292969 43 56273.292969 44 56335.546875 45 54717.871094 46 56335.546875 47 54717.871094 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do ICMS,MLP,1.2373452186584473,"42 9.541713e+05 43 9.188421e+05 44 9.564716e+05 45 9.945598e+05 46 9.503218e+05 47 1.006295e+06 48 1.099223e+06 49 1.119353e+06 50 1.181339e+06 51 1.241025e+06 52 1.311001e+06 53 1.360015e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do IPVA,Prophet,1.1745615005493164,"42 170111.921875 43 510655.000000 44 510655.000000 45 510655.000000 46 510655.000000 47 510655.000000 48 510655.000000 49 510655.000000 50 510655.000000 51 510655.000000 52 510655.000000 53 510655.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,IPTU,HWES,1.0315797328948975,"50 10909.319336 51 8586.299805 52 7102.691406 53 2728.608154 54 2882.542969 55 3475.310059 56 4833.854980 57 4833.854980 58 18950.828125 59 18897.451172 60 19815.771484 61 18137.785156 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,ISS,SARIMAX,1.0195422172546387,"50 11091.809570 51 10976.480469 52 20223.896484 53 10976.480469 54 11161.907227 55 20223.896484 56 11585.165039 57 11585.165039 58 20223.896484 59 11585.165039 60 11585.165039 61 20223.896484 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,ITBI,XGBoost,1.6384727954864502,"50 9729.330078 51 13881.686523 52 9417.707031 53 10162.453125 54 19801.185547 55 19677.972656 56 16517.250000 57 17119.363281 58 16517.250000 59 16517.250000 60 20279.220703 61 20561.998047 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,Cota-Parte do ICMS,XGBoost,1.0517578125,"50 381352.562500 51 381352.562500 52 252762.593750 53 278179.500000 54 256723.562500 55 293090.781250 56 288720.187500 57 287338.750000 58 245818.781250 59 246391.125000 60 242451.140625 61 243023.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,Cota-Parte do IPVA,SARIMAX,0.9743716716766357,"49 36718.507812 50 51845.085938 51 51871.785156 52 24184.646484 53 24301.865234 54 110189.546875 55 68059.859375 56 60735.832031 57 63159.351562 58 35323.289062 59 35323.289062 60 98152.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,IPTU,SARIMAX,0.29718470573425293,"16 1900.963379 17 1850.460327 18 1740.459473 19 1790.962646 20 1740.459473 21 1740.459473 22 1790.962646 23 1740.459473 24 1790.962646 25 1740.459473 26 1740.459473 27 1790.962646 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,ISS,SES,0.2796900272369385,"16 12281.532227 17 12281.532227 18 12281.532227 19 12281.532227 20 12281.532227 21 12281.532227 22 12281.532227 23 12281.532227 24 12281.532227 25 12281.532227 26 12281.532227 27 12281.532227 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,ITBI,SES,0.27423954010009766,"16 12108.862305 17 12108.862305 18 12108.862305 19 12108.862305 20 12108.862305 21 12108.862305 22 12108.862305 23 12108.862305 24 12108.862305 25 12108.862305 26 12108.862305 27 12108.862305 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,Cota-Parte do ICMS,Prophet,0.2753410339355469,"16 618725.4375 17 618821.3750 18 618821.3750 19 618821.3750 20 618821.3750 21 618821.3750 22 618821.3750 23 618821.3750 24 618821.3750 25 618821.3750 26 618821.3750 27 618821.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,Cota-Parte do IPVA,SES,0.3294198513031006,"16 55248.160156 17 55248.160156 18 55248.160156 19 55248.160156 20 55248.160156 21 55248.160156 22 55248.160156 23 55248.160156 24 55248.160156 25 55248.160156 26 55248.160156 27 55248.160156 Name: Valor, dtype: float64"